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Datasets:
danieldux
/
ESCO

Tasks:
Text Classification
Zero-Shot Classification
Feature Extraction
Modalities:
Text
Formats:
parquet
Sub-tasks:
multi-label-classification
multi-class-classification
Languages:
English
Size:
1K - 10K
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
 Community
1
ESCO / README.md
Daniel Duckworth
more strings
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---
license: cc
task_categories:
- text-classification
- zero-shot-classification
- feature-extraction
- text2text-generation
- sentence-similarity
task_ids:
 - multi-label-classification
 - multi-class-classification
annotations_creators:
 - expert-generated
language_creators:
 - expert-generated
language:
 - en
multilinguality:
 - monolingual
source_datasets:
 - original
pretty_name: Multilingual classification of European Skills, Competences, and Occupations
size_categories:
- n<1K
dataset_info:
 - config_name: esco_en
 features:
 - name: ISCO_CODE_1
 dtype:
 class_label:
 names:
 '0': '0'
 '1': '1'
 '2': '2'
 '3': '3'
 '4': '4'
 '5': '5'
 '6': '6'
 '7': '7'
 '8': '8'
 '9': '9'
 - name: ISCO_LABEL_1
 dtype: string
 # class_label:
 # names:
 # '0': "Armed Forces Occupations"
 # '1': "Managers"
 # '2': "Professionals"
 # '3': "Technicians and Associate Professionals"
 # '4': "Clerical Support Workers"
 # '5': "Services And Sales Workers"
 # '6': "Skilled Agricultural, Forestry and Fishery Workers"
 # '7': "Craft and Related Trades Workers"
 # '8': "Plant and Machine Operators and Assemblers"
 # '9': "Elementary Occupations"
 - name: ISCO_DEFINITION_1
 dtype: string
 - name: ISCO_CODE_2
 dtype: string
 # class_label:
 # names:
 # '0': '01'
 # '1': '02'
 # '2': '03'
 # '3': '11'
 # '4': '12'
 # '5': '13'
 # '6': '14'
 # '7': '21'
 # '8': '22'
 # '9': '23'
 # '10': '24'
 # '11': '25'
 # '12': '26'
 # '13': '31'
 # '14': '32'
 # '15': '33'
 # '16': '34'
 # '17': '35'
 # '18': '41'
 # '19': '42'
 # '20': '43'
 # '21': '44'
 # '22': '51'
 # '23': '52'
 # '24': '53'
 # '25': '54'
 # '26': '61'
 # '27': '62'
 # '28': '63'
 # '29': '71'
 # '30': '72'
 # '31': '73'
 # '32': '74'
 # '33': '75'
 # '34': '81'
 # '35': '82'
 # '36': '83'
 # '37': '91'
 # '38': '92'
 # '39': '93'
 # '40': '94'
 # '41': '95'
 # '42': '96'
 - name: ISCO_LABEL_2
 dtype: string
 # class_label:
 # names:
 # '0': Commissioned Armed Forces Officers
 # '1': Non-commissioned Armed Forces Officers
 # '2': Armed Forces Occupations, Other Ranks
 # '3': Chief Executives, Senior Officials and Legislators
 # '4': Administrative and Commercial Managers
 # '5': Production and Specialized Services Managers
 # '6': Hospitality, Retail and Other Services Managers
 # '7': Science and Engineering Professionals
 # '8': Health Professionals
 # '9': Teaching Professionals
 # '10': Business and Administration Professionals
 # '11': Information and Communications Technology Professionals
 # '12': 'Legal, Social and Cultural Professionals'
 # '13': Science and Engineering Associate Professionals
 # '14': Health Associate Professionals
 # '15': Business and Administration Associate Professionals
 # '16': 'Legal, Social, Cultural and Related Associate Professionals'
 # '17': Information and Communications Technicians
 # '18': General and Keyboard Clerks
 # '19': Customer Services Clerks
 # '20': Numerical and Material Recording Clerks
 # '21': Other Clerical Support Workers
 # '22': Personal Services Workers
 # '23': Sales Workers
 # '24': Personal Care Workers
 # '25': Protective Services Workers
 # '26': Market-oriented Skilled Agricultural Workers
 # '27': 'Market-oriented Skilled Forestry, Fishery and Hunting Workers'
 # '28': Building and Related Trades Workers (excluding Electricians)
 # '29': 'Metal, Machinery and Related Trades Workers'
 # '30': Handicraft and Printing Workers
 # '31': Electrical and Electronics Trades Workers
 # '32': 'Food Processing, Woodworking, Garment and Other Craft and Related Trades Workers'
 # '33': Stationary Plant and Machine Operators
 # '34': Assemblers
 # '35': Drivers and Mobile Plant Operators
 # '36': Cleaners and Helpers
 # '37': 'Agricultural, Forestry and Fishery Labourers'
 # '38': 'Labourers in Mining, Construction, Manufacturing and Transport'
 # '39': Food Preparation Assistants
 # '40': Street and Related Sales and Services Workers
 # '41': Refuse Workers and Other Elementary Workers
 # '42': 'Subsistence Farmers, Fishers, Hunters and Gatherers'
 - name: ISCO_DEFINITION_2
 dtype: string
 - name: ISCO_CODE_3
 dtype: string
 # class_label:
 # names:
 # '0': '011'
 # '1': '021'
 # '2': '031'
 # '3': '111'
 # '4': '112'
 # '5': '121'
 # '6': '122'
 # '7': '131'
 # '8': '132'
 # '9': '133'
 # '10': '134'
 # '11': '141'
 # '12': '142'
 # '13': '143'
 # '14': '211'
 # '15': '212'
 # '16': '213'
 # '17': '214'
 # '18': '215'
 # '19': '216'
 # '20': '221'
 # '21': '222'
 # '22': '223'
 # '23': '225'
 # '24': '226'
 # '25': '231'
 # '26': '232'
 # '27': '233'
 # '28': '234'
 # '29': '235'
 # '30': '241'
 # '31': '242'
 # '32': '243'
 # '33': '251'
 # '34': '252'
 # '35': '261'
 # '36': '262'
 # '37': '263'
 # '38': '264'
 # '39': '265'
 # '40': '311'
 # '41': '312'
 # '42': '313'
 # '43': '314'
 # '44': '315'
 # '45': '321'
 # '46': '322'
 # '47': '323'
 # '48': '324'
 # '49': '325'
 # '50': '331'
 # '51': '332'
 # '52': '333'
 # '53': '334'
 # '54': '335'
 # '55': '341'
 # '56': '342'
 # '57': '343'
 # '58': '351'
 # '59': '352'
 # '60': '411'
 # '61': '412'
 # '62': '413'
 # '63': '421'
 # '64': '422'
 # '65': '431'
 # '66': '432'
 # '67': '441'
 # '68': '511'
 # '69': '512'
 # '70': '513'
 # '71': '514'
 # '72': '515'
 # '73': '516'
 # '74': '521'
 # '75': '522'
 # '76': '523'
 # '77': '524'
 # '78': '531'
 # '79': '532'
 # '80': '541'
 # '81': '611'
 # '82': '612'
 # '83': '613'
 # '84': '621'
 # '85': '622'
 # '86': '711'
 # '87': '712'
 # '88': '713'
 # '89': '721'
 # '90': '722'
 # '91': '723'
 # '92': '731'
 # '93': '732'
 # '94': '741'
 # '95': '742'
 # '96': '751'
 # '97': '752'
 # '98': '753'
 # '99': '754'
 # '100': '811'
 # '101': '812'
 # '102': '813'
 # '103': '814'
 # '104': '815'
 # '105': '816'
 # '106': '817'
 # '107': '818'
 # '108': '821'
 # '109': '831'
 # '110': '832'
 # '111': '833'
 # '112': '834'
 # '113': '835'
 # '114': '911'
 # '115': '912'
 # '116': '921'
 # '117': '931'
 # '118': '932'
 # '119': '933'
 # '120': '941'
 # '121': '951'
 # '122': '952'
 # '123': '961'
 # '124': '962'
 # '125': '224'
 # '126': '631'
 # '127': '632'
 # '128': '633'
 # '129': '634'
 - name: ISCO_LABEL_3
 dtype: string
 # class_label:
 # names:
 # '0': Commissioned Armed Forces Officers
 # '1': Non-commissioned Armed Forces Officers
 # '2': Armed Forces Occupations, Other Ranks
 # '3': Legislators and Senior Officials
 # '4': Managing Directors and Chief Executives
 # '5': Business Services and Administration Managers
 # '6': Sales, Marketing and Development Managers
 # '7': Production Managers in Agriculture, Forestry and Fisheries
 # '8': Manufacturing, Mining, Construction and Distribution Managers
 # '9': Information and Communications Technology Services Managers
 # '10': Professional Services Managers
 # '11': Hotel and Restaurant Managers
 # '12': Retail and Wholesale Trade Managers
 # '13': Other Services Managers
 # '14': Physical and Earth Science Professionals
 # '15': Mathematicians, Actuaries and Statisticians
 # '16': Life Science Professionals
 # '17': Engineering Professionals (excluding Electrotechnology)
 # '18': Electrotechnology Engineers
 # '19': Architects, Planners, Surveyors and Designers
 # '20': Medical Doctors
 # '21': Nursing and Midwifery Professionals
 # '22': Traditional and Complementary Medicine Professionals
 # '23': Veterinarians
 # '24': Other Health Professionals
 # '25': University and Higher Education Teachers
 # '26': Vocational Education Teachers
 # '27': Secondary Education Teachers
 # '28': Primary School and Early Childhood Teachers
 # '29': Other Teaching Professionals
 # '30': Finance Professionals
 # '31': Administration Professionals
 # '32': Sales, Marketing and Public Relations Professionals
 # '33': Software and Applications Developers and Analysts
 # '34': Database and Network Professionals
 # '35': Legal Professionals
 # '36': Librarians, Archivists and Curators
 # '37': Social and Religious Professionals
 # '38': Authors, Journalists and Linguists
 # '39': Creative and Performing Artists
 # '40': Physical and Engineering Science Technicians
 # '41': Mining, Manufacturing and Construction Supervisors
 # '42': Process Control Technicians
 # '43': Life Science Technicians and Related Associate Professionals
 # '44': Ship and Aircraft Controllers and Technicians
 # '45': Medical and Pharmaceutical Technicians
 # '46': Nursing and Midwifery Associate Professionals
 # '47': Traditional and Complementary Medicine Associate Professionals
 # '48': Veterinary Technicians and Assistants
 # '49': Other Health Associate Professionals
 # '50': Financial and Mathematical Associate Professionals
 # '51': Sales and Purchasing Agents and Brokers
 # '52': Business Services Agents
 # '53': Administrative and Specialized Secretaries
 # '54': Government Regulatory Associate Professionals
 # '55': Legal, Social and Religious Associate Professionals
 # '56': Sports and Fitness Workers
 # '57': Artistic, Cultural and Culinary Associate Professionals
 # '58': Information and Communications Technology Operations and User Support Technicians
 # '59': Telecommunications and Broadcasting Technicians
 # '60': General Office Clerks
 # '61': Secretaries (general)
 # '62': Keyboard Operators
 # '63': Tellers, Money Collectors and Related Clerks
 # '64': Client Information Workers
 # '65': Numerical Clerks
 # '66': Material Recording and Transport Clerks
 # '67': Other Clerical Support Workers
 # '68': Travel Attendants, Conductors and Guides
 # '69': Cooks
 # '70': Waiters and Bartenders
 # '71': Hairdressers, Beauticians and Related Workers
 # '72': Building and Housekeeping Supervisors
 # '73': Other Personal Services Workers
 # '74': Street and Market Salespersons
 # '75': Shop Salespersons
 # '76': Cashiers and Ticket Clerks
 # '77': Other Sales Workers
 # '78': "Child Care Workers and Teachers\u2019 Aides"
 # '79': Personal Care Workers in Health Services
 # '80': Protective Services Workers
 # '81': Market Gardeners and Crop Growers
 # '82': Animal Producers
 # '83': Mixed Crop and Animal Producers
 # '84': Forestry and Related Workers
 # '85': Fishery Workers, Hunters and Trappers
 # '86': Building Frame and Related Trades Workers
 # '87': Building Finishers and Related Trades Workers
 # '88': Painters, Building Structure Cleaners and Related Trades Workers
 # '89': Sheet and Structural Metal Workers, Moulders and Welders, and Related Workers
 # '90': Blacksmiths, Toolmakers and Related Trades Workers
 # '91': Machinery Mechanics and Repairers
 # '92': Handicraft Workers
 # '93': Printing Trades Workers
 # '94': Electrical Equipment Installers and Repairers
 # '95': Electronics and Telecommunications Installers and Repairers
 # '96': Food Processing and Related Trades Workers
 # '97': Wood Treaters, Cabinet-makers and Related Trades Workers
 # '98': Garment and Related Trades Workers
 # '99': Other Craft and Related Workers
 # '100': Mining and Mineral Processing Plant Operators
 # '101': Metal Processing and Finishing Plant Operators
 # '102': Chemical and Photographic Products Plant and Machine Operators
 # '103': Rubber, Plastic and Paper Products Machine Operators
 # '104': Textile, Fur and Leather Products Machine Operators
 # '105': Food and Related Products Machine Operators
 # '106': Wood Processing and Papermaking Plant Operators
 # '107': Other Stationary Plant and Machine Operators
 # '108': Assemblers
 # '109': Locomotive Engine Drivers and Related Workers
 # '110': Car, Van and Motorcycle Drivers
 # '111': Heavy Truck and Bus Drivers
 # '112': Mobile Plant Operators
 # '113': "Ships\u2019 Deck Crews and Related Workers"
 # '114': Domestic, Hotel and Office Cleaners and Helpers
 # '115': Vehicle, Window, Laundry and Other Hand Cleaning Workers
 # '116': Agricultural, Forestry and Fishery Labourers
 # '117': Mining and Construction Labourers
 # '118': Manufacturing Labourers
 # '119': Transport and Storage Labourers
 # '120': Food Preparation Assistants
 # '121': Street and Related Services Workers
 # '122': Street Vendors (excluding Food)
 # '123': Refuse Workers
 # '124': Other Elementary Workers
 # '125': Paramedical Practitioners
 # '126': Subsistence Crop Farmers
 # '127': Subsistence Livestock Farmers
 # '128': Subsistence Mixed Crop and Livestock Farmers
 # '129': Subsistence Fishers, Hunters, Trappers and Gatherers
 - name: ISCO_CODE_4
 dtype: string
 # class_label:
 # names:
 # '0': '0110'
 # '1': '0210'
 # '2': '0310'
 # '3': '1111'
 # '4': '1112'
 # '5': '1114'
 # '6': '1120'
 # '7': '1211'
 # '8': '1212'
 # '9': '1213'
 # '10': '1219'
 # '11': '1221'
 # '12': '1222'
 # '13': '1223'
 # '14': '1311'
 # '15': '1312'
 # '16': '1321'
 # '17': '1322'
 # '18': '1323'
 # '19': '1324'
 # '20': '1330'
 # '21': '1341'
 # '22': '1342'
 # '23': '1343'
 # '24': '1344'
 # '25': '1345'
 # '26': '1346'
 # '27': '1349'
 # '28': '1411'
 # '29': '1412'
 # '30': '1420'
 # '31': '1431'
 # '32': '1439'
 # '33': '2111'
 # '34': '2112'
 # '35': '2113'
 # '36': '2114'
 # '37': '2120'
 # '38': '2131'
 # '39': '2132'
 # '40': '2133'
 # '41': '2141'
 # '42': '2142'
 # '43': '2143'
 # '44': '2144'
 # '45': '2145'
 # '46': '2146'
 # '47': '2149'
 # '48': '2151'
 # '49': '2152'
 # '50': '2153'
 # '51': '2161'
 # '52': '2162'
 # '53': '2163'
 # '54': '2164'
 # '55': '2165'
 # '56': '2166'
 # '57': '2211'
 # '58': '2212'
 # '59': '2221'
 # '60': '2222'
 # '61': '2230'
 # '62': '2250'
 # '63': '2261'
 # '64': '2262'
 # '65': '2263'
 # '66': '2264'
 # '67': '2265'
 # '68': '2266'
 # '69': '2267'
 # '70': '2269'
 # '71': '2310'
 # '72': '2320'
 # '73': '2330'
 # '74': '2341'
 # '75': '2342'
 # '76': '2351'
 # '77': '2352'
 # '78': '2353'
 # '79': '2354'
 # '80': '2355'
 # '81': '2356'
 # '82': '2359'
 # '83': '2411'
 # '84': '2412'
 # '85': '2413'
 # '86': '2421'
 # '87': '2422'
 # '88': '2423'
 # '89': '2424'
 # '90': '2431'
 # '91': '2432'
 # '92': '2433'
 # '93': '2434'
 # '94': '2511'
 # '95': '2512'
 # '96': '2513'
 # '97': '2514'
 # '98': '2519'
 # '99': '2521'
 # '100': '2522'
 # '101': '2523'
 # '102': '2529'
 # '103': '2611'
 # '104': '2612'
 # '105': '2619'
 # '106': '2621'
 # '107': '2622'
 # '108': '2631'
 # '109': '2632'
 # '110': '2633'
 # '111': '2634'
 # '112': '2635'
 # '113': '2636'
 # '114': '2641'
 # '115': '2642'
 # '116': '2643'
 # '117': '2651'
 # '118': '2652'
 # '119': '2653'
 # '120': '2654'
 # '121': '2655'
 # '122': '2656'
 # '123': '2659'
 # '124': '3111'
 # '125': '3112'
 # '126': '3113'
 # '127': '3114'
 # '128': '3115'
 # '129': '3116'
 # '130': '3117'
 # '131': '3118'
 # '132': '3119'
 # '133': '3121'
 # '134': '3122'
 # '135': '3123'
 # '136': '3131'
 # '137': '3132'
 # '138': '3133'
 # '139': '3134'
 # '140': '3135'
 # '141': '3139'
 # '142': '3141'
 # '143': '3142'
 # '144': '3143'
 # '145': '3151'
 # '146': '3152'
 # '147': '3153'
 # '148': '3154'
 # '149': '3155'
 # '150': '3211'
 # '151': '3212'
 # '152': '3213'
 # '153': '3214'
 # '154': '3222'
 # '155': '3230'
 # '156': '3240'
 # '157': '3251'
 # '158': '3252'
 # '159': '3253'
 # '160': '3254'
 # '161': '3255'
 # '162': '3256'
 # '163': '3257'
 # '164': '3258'
 # '165': '3259'
 # '166': '3311'
 # '167': '3312'
 # '168': '3313'
 # '169': '3314'
 # '170': '3315'
 # '171': '3321'
 # '172': '3322'
 # '173': '3323'
 # '174': '3324'
 # '175': '3331'
 # '176': '3332'
 # '177': '3333'
 # '178': '3334'
 # '179': '3339'
 # '180': '3341'
 # '181': '3342'
 # '182': '3343'
 # '183': '3344'
 # '184': '3351'
 # '185': '3352'
 # '186': '3353'
 # '187': '3354'
 # '188': '3355'
 # '189': '3359'
 # '190': '3411'
 # '191': '3412'
 # '192': '3413'
 # '193': '3421'
 # '194': '3422'
 # '195': '3423'
 # '196': '3431'
 # '197': '3432'
 # '198': '3433'
 # '199': '3434'
 # '200': '3435'
 # '201': '3511'
 # '202': '3512'
 # '203': '3513'
 # '204': '3514'
 # '205': '3521'
 # '206': '3522'
 # '207': '4110'
 # '208': '4120'
 # '209': '4131'
 # '210': '4132'
 # '211': '4211'
 # '212': '4212'
 # '213': '4213'
 # '214': '4214'
 # '215': '4221'
 # '216': '4222'
 # '217': '4223'
 # '218': '4224'
 # '219': '4225'
 # '220': '4226'
 # '221': '4227'
 # '222': '4229'
 # '223': '4311'
 # '224': '4312'
 # '225': '4313'
 # '226': '4321'
 # '227': '4322'
 # '228': '4323'
 # '229': '4411'
 # '230': '4412'
 # '231': '4413'
 # '232': '4415'
 # '233': '4416'
 # '234': '4419'
 # '235': '5111'
 # '236': '5112'
 # '237': '5113'
 # '238': '5120'
 # '239': '5131'
 # '240': '5132'
 # '241': '5141'
 # '242': '5142'
 # '243': '5151'
 # '244': '5152'
 # '245': '5153'
 # '246': '5161'
 # '247': '5162'
 # '248': '5163'
 # '249': '5164'
 # '250': '5165'
 # '251': '5169'
 # '252': '5211'
 # '253': '5212'
 # '254': '5221'
 # '255': '5222'
 # '256': '5223'
 # '257': '5230'
 # '258': '5241'
 # '259': '5242'
 # '260': '5243'
 # '261': '5244'
 # '262': '5245'
 # '263': '5246'
 # '264': '5249'
 # '265': '5311'
 # '266': '5312'
 # '267': '5321'
 # '268': '5322'
 # '269': '5329'
 # '270': '5411'
 # '271': '5412'
 # '272': '5413'
 # '273': '5414'
 # '274': '5419'
 # '275': '6111'
 # '276': '6112'
 # '277': '6113'
 # '278': '6114'
 # '279': '6121'
 # '280': '6122'
 # '281': '6123'
 # '282': '6129'
 # '283': '6130'
 # '284': '6210'
 # '285': '6221'
 # '286': '6222'
 # '287': '6223'
 # '288': '6224'
 # '289': '7111'
 # '290': '7112'
 # '291': '7113'
 # '292': '7114'
 # '293': '7115'
 # '294': '7119'
 # '295': '7121'
 # '296': '7122'
 # '297': '7123'
 # '298': '7124'
 # '299': '7125'
 # '300': '7126'
 # '301': '7127'
 # '302': '7131'
 # '303': '7132'
 # '304': '7133'
 # '305': '7211'
 # '306': '7212'
 # '307': '7213'
 # '308': '7214'
 # '309': '7215'
 # '310': '7221'
 # '311': '7222'
 # '312': '7223'
 # '313': '7224'
 # '314': '7231'
 # '315': '7232'
 # '316': '7233'
 # '317': '7234'
 # '318': '7311'
 # '319': '7312'
 # '320': '7313'
 # '321': '7314'
 # '322': '7315'
 # '323': '7316'
 # '324': '7317'
 # '325': '7318'
 # '326': '7319'
 # '327': '7321'
 # '328': '7322'
 # '329': '7323'
 # '330': '7411'
 # '331': '7412'
 # '332': '7413'
 # '333': '7421'
 # '334': '7422'
 # '335': '7511'
 # '336': '7512'
 # '337': '7513'
 # '338': '7514'
 # '339': '7515'
 # '340': '7516'
 # '341': '7521'
 # '342': '7522'
 # '343': '7523'
 # '344': '7531'
 # '345': '7532'
 # '346': '7533'
 # '347': '7534'
 # '348': '7535'
 # '349': '7536'
 # '350': '7541'
 # '351': '7542'
 # '352': '7543'
 # '353': '7544'
 # '354': '8111'
 # '355': '8112'
 # '356': '8113'
 # '357': '8114'
 # '358': '8121'
 # '359': '8122'
 # '360': '8131'
 # '361': '8132'
 # '362': '8141'
 # '363': '8142'
 # '364': '8143'
 # '365': '8151'
 # '366': '8152'
 # '367': '8153'
 # '368': '8154'
 # '369': '8155'
 # '370': '8156'
 # '371': '8157'
 # '372': '8159'
 # '373': '8160'
 # '374': '8171'
 # '375': '8172'
 # '376': '8181'
 # '377': '8182'
 # '378': '8183'
 # '379': '8189'
 # '380': '8211'
 # '381': '8212'
 # '382': '8219'
 # '383': '8311'
 # '384': '8312'
 # '385': '8321'
 # '386': '8322'
 # '387': '8331'
 # '388': '8332'
 # '389': '8341'
 # '390': '8342'
 # '391': '8343'
 # '392': '8344'
 # '393': '8350'
 # '394': '9111'
 # '395': '9112'
 # '396': '9121'
 # '397': '9122'
 # '398': '9123'
 # '399': '9129'
 # '400': '9211'
 # '401': '9212'
 # '402': '9213'
 # '403': '9214'
 # '404': '9215'
 # '405': '9216'
 # '406': '9311'
 # '407': '9312'
 # '408': '9313'
 # '409': '9321'
 # '410': '9329'
 # '411': '9331'
 # '412': '9332'
 # '413': '9333'
 # '414': '9334'
 # '415': '9411'
 # '416': '9412'
 # '417': '9510'
 # '418': '9520'
 # '419': '9611'
 # '420': '9612'
 # '421': '9613'
 # '422': '9621'
 # '423': '9622'
 # '424': '9623'
 # '425': '9629'
 # '426': '1113'
 # '427': '2240'
 # '428': '3221'
 # '429': '4414'
 # '430': '6310'
 # '431': '6320'
 # '432': '6330'
 # '433': '6340'
 # '434': '7549'
 # '435': '9624'
 - name: ISCO_LABEL_4
 dtype: string
 # class_label:
 # names:
 # '0': Commissioned Armed Forces Officers
 # '1': Non-commissioned Armed Forces Officers
 # '2': Armed Forces Occupations, Other Ranks
 # '3': Legislators
 # '4': Senior Government Officials
 # '5': Senior Officials of Special-interest Organizations
 # '6': Managing Directors and Chief Executives
 # '7': Finance Managers
 # '8': Human Resource Managers
 # '9': Policy and Planning Managers
 # '10': Business Services and Administration Managers Not Elsewhere Classified
 # '11': Sales and Marketing Managers
 # '12': Advertising and Public Relations Managers
 # '13': Research and Development Managers
 # '14': Agricultural and Forestry Production Managers
 # '15': Aquaculture and Fisheries Production Managers
 # '16': Manufacturing Managers
 # '17': Mining Managers
 # '18': Construction Managers
 # '19': Supply, Distribution and Related Managers
 # '20': Information and Communications Technology Services Managers
 # '21': Child Care Services Managers
 # '22': Health Services Managers
 # '23': Aged Care Services Managers
 # '24': Social Welfare Managers
 # '25': Education Managers
 # '26': Financial and Insurance Services Branch Managers
 # '27': Professional Services Managers Not Elsewhere Classified
 # '28': Hotel Managers
 # '29': Restaurant Managers
 # '30': Retail and Wholesale Trade Managers
 # '31': Sports, Recreation and Cultural Centre Managers
 # '32': Services Managers Not Elsewhere Classified
 # '33': Physicists and Astronomers
 # '34': Meteorologists
 # '35': Chemists
 # '36': Geologists and Geophysicists
 # '37': Mathematicians, Actuaries and Statisticians
 # '38': Biologists, Botanists, Zoologists and Related Professionals
 # '39': Farming, Forestry and Fisheries Advisers
 # '40': Environmental Protection Professionals
 # '41': Industrial and Production Engineers
 # '42': Civil Engineers
 # '43': Environmental Engineers
 # '44': Mechanical Engineers
 # '45': Chemical Engineers
 # '46': Mining Engineers, Metallurgists and Related Professionals
 # '47': Engineering Professionals Not Elsewhere Classified
 # '48': Electrical Engineers
 # '49': Electronics Engineers
 # '50': Telecommunications Engineers
 # '51': Building Architects
 # '52': Landscape Architects
 # '53': Product and Garment Designers
 # '54': Town and Traffic Planners
 # '55': Cartographers and Surveyors
 # '56': Graphic and Multimedia Designers
 # '57': Generalist Medical Practitioners
 # '58': Specialist Medical Practitioners
 # '59': Nursing Professionals
 # '60': Midwifery Professionals
 # '61': Traditional and Complementary Medicine Professionals
 # '62': Veterinarians
 # '63': Dentists
 # '64': Pharmacists
 # '65': Environmental and Occupational Health and Hygiene Professionals
 # '66': Physiotherapists
 # '67': Dieticians and Nutritionists
 # '68': Audiologists and Speech Therapists
 # '69': Optometrists and Ophthalmic Opticians
 # '70': Health Professionals Not Elsewhere Classified
 # '71': University and Higher Education Teachers
 # '72': Vocational Education Teachers
 # '73': Secondary Education Teachers
 # '74': Primary School Teachers
 # '75': Early Childhood Educators
 # '76': Education Methods specialists
 # '77': Special Needs Teachers
 # '78': Other Language Teachers
 # '79': Other Music Teachers
 # '80': Other Arts Teachers
 # '81': Information Technology Trainers
 # '82': Teaching Professionals Not Elsewhere Classified
 # '83': Accountants
 # '84': Financial and Investment Advisers
 # '85': Financial Analysts
 # '86': Management and Organization Analysts
 # '87': Policy Administration Professionals
 # '88': Personnel and Careers Professionals
 # '89': Training and Staff Development Professionals
 # '90': Advertising and Marketing Professionals
 # '91': Public Relations Professionals
 # '92': Technical and Medical Sales Professionals (excluding ICT)
 # '93': Information and Communications Technology Sales Professionals
 # '94': Systems Analysts
 # '95': Software Developers
 # '96': Web and Multimedia Developers
 # '97': Applications Programmers
 # '98': Software and Applications Developers and Analysts Not Elsewhere Classified
 # '99': Database Designers and Administrators
 # '100': Systems Administrators
 # '101': Computer Network Professionals
 # '102': Database and Network Professionals Not Elsewhere Classified
 # '103': Lawyers
 # '104': Judges
 # '105': Legal Professionals Not Elsewhere Classified
 # '106': Archivists and Curators
 # '107': Librarians and Related Information Professionals
 # '108': Economists
 # '109': Sociologists, Anthropologists and Related Professionals
 # '110': Philosophers, Historians and Political Scientists
 # '111': Psychologists
 # '112': Social Work and Counselling Professionals
 # '113': Religious Professionals
 # '114': Authors and Related Writers
 # '115': Journalists
 # '116': Translators, Interpreters and Other Linguists
 # '117': Visual Artists
 # '118': Musicians, Singers and Composers
 # '119': Dancers and Choreographers
 # '120': Film, Stage and Related Directors and Producers
 # '121': Actors
 # '122': Announcers on Radio, Television and Other Media
 # '123': Creative and Performing Artists Not Elsewhere Classified
 # '124': Chemical and Physical Science Technicians
 # '125': Civil Engineering Technicians
 # '126': Electrical Engineering Technicians
 # '127': Electronics Engineering Technicians
 # '128': Mechanical Engineering Technicians
 # '129': Chemical Engineering Technicians
 # '130': Mining and Metallurgical Technicians
 # '131': Draughtspersons
 # '132': Physical and Engineering Science Technicians Not Elsewhere Classified
 # '133': Mining Supervisors
 # '134': Manufacturing Supervisors
 # '135': Construction Supervisors
 # '136': Power Production Plant Operators
 # '137': Incinerator and Water Treatment Plant Operators
 # '138': Chemical Processing Plant Controllers
 # '139': Petroleum and Natural Gas Refining Plant Operators
 # '140': Metal Production Process Controllers
 # '141': Process Control Technicians Not Elsewhere Classified
 # '142': Life Science Technicians (excluding Medical)
 # '143': Agricultural Technicians
 # '144': Forestry Technicians
 # '145': "Ships\u2019 Engineers"
 # '146': "Ships\u2019 Deck Officers and Pilots"
 # '147': Aircraft Pilots and Related Associate Professionals
 # '148': Air Traffic Controllers
 # '149': Air Traffic Safety Electronics Technicians
 # '150': Medical Imaging and Therapeutic Equipment Technicians
 # '151': Medical and Pathology Laboratory Technicians
 # '152': Pharmaceutical Technicians and Assistants
 # '153': Medical and Dental Prosthetic Technicians
 # '154': Midwifery Associate Professionals
 # '155': Traditional and Complementary Medicine Associate Professionals
 # '156': Veterinary Technicians and Assistants
 # '157': Dental Assistants and Therapists
 # '158': Medical Records and Health Information Technicians
 # '159': Community Health Workers
 # '160': Dispensing Opticians
 # '161': Physiotherapy Technicians and Assistants
 # '162': Medical Assistants
 # '163': Environmental and Occupational Health Inspectors and Associates
 # '164': Ambulance Workers
 # '165': Health Associate Professionals Not Elsewhere Classified
 # '166': Securities and Finance Dealers and Brokers
 # '167': Credit and Loans Officers
 # '168': Accounting Associate Professionals
 # '169': Statistical, Mathematical and Related Associate Professionals
 # '170': Valuers and Loss Assessors
 # '171': Insurance Representatives
 # '172': Commercial Sales Representatives
 # '173': Buyers
 # '174': Trade Brokers
 # '175': Clearing and Forwarding Agents
 # '176': Conference and Event Planners
 # '177': Employment Agents and Contractors
 # '178': Real Estate Agents and Property Managers
 # '179': Business Services Agents Not Elsewhere Classified
 # '180': Office Supervisors
 # '181': Legal Secretaries
 # '182': Administrative and Executive Secretaries
 # '183': Medical Secretaries
 # '184': Customs and Border Inspectors
 # '185': Government Tax and Excise Officials
 # '186': Government Social Benefits Officials
 # '187': Government Licensing Officials
 # '188': Police Inspectors and Detectives
 # '189': Government Regulatory Associate Professionals Not Elsewhere Classified
 # '190': Legal and Related Associate Professionals
 # '191': Social Work Associate Professionals
 # '192': Religious Associate Professionals
 # '193': Athletes and Sports Players
 # '194': Sports Coaches, Instructors and Officials
 # '195': Fitness and Recreation Instructors and Programme Leaders
 # '196': Photographers
 # '197': Interior Designers and Decorators
 # '198': Gallery, Museum and Library Technicians
 # '199': Chefs
 # '200': Other Artistic and Cultural Associate Professionals
 # '201': Information and Communications Technology Operations Technicians
 # '202': Information and Communications Technology User Support Technicians
 # '203': Computer Network and Systems Technicians
 # '204': Web Technicians
 # '205': Broadcasting and Audiovisual Technicians
 # '206': Telecommunications Engineering Technicians
 # '207': General Office Clerks
 # '208': Secretaries (general)
 # '209': Typists and Word Processing Operators
 # '210': Data Entry Clerks
 # '211': Bank Tellers and Related Clerks
 # '212': Bookmakers, Croupiers and Related Gaming Workers
 # '213': Pawnbrokers and Money-lenders
 # '214': Debt Collectors and Related Workers
 # '215': Travel Consultants and Clerks
 # '216': Contact Centre Information Clerks
 # '217': Telephone Switchboard Operators
 # '218': Hotel Receptionists
 # '219': Inquiry Clerks
 # '220': Receptionists (general)
 # '221': Survey and Market Research Interviewers
 # '222': Client Information Workers Not Elsewhere Classified
 # '223': Accounting and Bookkeeping Clerks
 # '224': Statistical, Finance and Insurance Clerks
 # '225': Payroll Clerks
 # '226': Stock Clerks
 # '227': Production Clerks
 # '228': Transport Clerks
 # '229': Library Clerks
 # '230': Mail Carriers and Sorting Clerks
 # '231': Coding, Proofreading and Related Clerks
 # '232': Filing and Copying Clerks
 # '233': Personnel Clerks
 # '234': Clerical Support Workers Not Elsewhere Classified
 # '235': Travel Attendants and Travel Stewards
 # '236': Transport Conductors
 # '237': Travel Guides
 # '238': Cooks
 # '239': Waiters
 # '240': Bartenders
 # '241': Hairdressers
 # '242': Beauticians and Related Workers
 # '243': Cleaning and Housekeeping Supervisors in Offices, Hotels and Other Establishments
 # '244': Domestic Housekeepers
 # '245': Building Caretakers
 # '246': Astrologers, Fortune-tellers and Related Workers
 # '247': Companions and Valets
 # '248': Undertakers and Embalmers
 # '249': Pet Groomers and Animal Care Workers
 # '250': Driving Instructors
 # '251': Personal Services Workers Not Elsewhere Classified
 # '252': Stall and Market Salespersons
 # '253': Street Food Salespersons
 # '254': Shopkeepers
 # '255': Shop Supervisors
 # '256': Shop Sales Assistants
 # '257': Cashiers and Ticket Clerks
 # '258': Fashion and Other Models
 # '259': Sales Demonstrators
 # '260': Door-to-door Salespersons
 # '261': Contact Centre Salespersons
 # '262': Service Station Attendants
 # '263': Food Service Counter Attendants
 # '264': Sales Workers Not Elsewhere Classified
 # '265': Child Care Workers
 # '266': "Teachers\u2019 Aides"
 # '267': Health Care Assistants
 # '268': Home-based Personal Care Workers
 # '269': Personal Care Workers in Health Services Not Elsewhere Classified
 # '270': Firefighters
 # '271': Police Officers
 # '272': Prison Guards
 # '273': Security Guards
 # '274': Protective Services Workers Not Elsewhere Classified
 # '275': Field Crop and Vegetable Growers
 # '276': Tree and Shrub Crop Growers
 # '277': Gardeners; Horticultural and Nursery Growers
 # '278': Mixed Crop Growers
 # '279': Livestock and Dairy Producers
 # '280': Poultry Producers
 # '281': Apiarists and Sericulturists
 # '282': Animal Producers Not Elsewhere Classified
 # '283': Mixed Crop and Animal Producers
 # '284': Forestry and Related Workers
 # '285': Aquaculture Workers
 # '286': Inland and Coastal Waters Fishery Workers
 # '287': Deep-sea Fishery Workers
 # '288': Hunters and Trappers
 # '289': House Builders
 # '290': Bricklayers and Related Workers
 # '291': Stonemasons, Stone Cutters, Splitters and Carvers
 # '292': Concrete Placers, Concrete Finishers and Related Workers
 # '293': Carpenters and Joiners
 # '294': Building Frame and Related Trades Workers Not Elsewhere Classified
 # '295': Roofers
 # '296': Floor Layers and Tile Setters
 # '297': Plasterers
 # '298': Insulation Workers
 # '299': Glaziers
 # '300': Plumbers and Pipe Fitters
 # '301': Air Conditioning and Refrigeration Mechanics
 # '302': Painters and Related Workers
 # '303': Spray Painters and Varnishers
 # '304': Building Structure Cleaners
 # '305': Metal Moulders and Coremakers
 # '306': Welders and Flame Cutters
 # '307': Sheet Metal Workers
 # '308': Structural Metal Preparers and Erectors
 # '309': Riggers and Cable Splicers
 # '310': Blacksmiths, Hammersmiths and Forging Press Workers
 # '311': Toolmakers and Related Workers
 # '312': Metal Working Machine Tool Setters and Operators
 # '313': Metal Polishers, Wheel Grinders and Tool Sharpeners
 # '314': Motor Vehicle Mechanics and Repairers
 # '315': Aircraft Engine Mechanics and Repairers
 # '316': Agricultural and Industrial Machinery Mechanics and Repairers
 # '317': Bicycle and Related Repairers
 # '318': Precision-instrument Makers and Repairers
 # '319': Musical Instrument Makers and Tuners
 # '320': Jewellery and Precious Metal Workers
 # '321': Potters and Related Workers
 # '322': Glass Makers, Cutters, Grinders and Finishers
 # '323': Signwriters, Decorative Painters, Engravers and Etchers
 # '324': Handicraft Workers in Wood, Basketry and Related Materials
 # '325': Handicraft Workers in Textile, Leather and Related Materials
 # '326': Handicraft Workers Not Elsewhere Classified
 # '327': Pre-press Technicians
 # '328': Printers
 # '329': Print Finishing and Binding Workers
 # '330': Building and Related Electricians
 # '331': Electrical Mechanics and Fitters
 # '332': Electrical Line Installers and Repairers
 # '333': Electronics Mechanics and Servicers
 # '334': Information and Communications Technology Installers and Servicers
 # '335': Butchers, Fishmongers and Related Food Preparers
 # '336': Bakers, Pastry-cooks and Confectionery Makers
 # '337': Dairy Products Makers
 # '338': Fruit, Vegetable and Related Preservers
 # '339': Food and Beverage Tasters and Graders
 # '340': Tobacco Preparers and Tobacco Products Makers
 # '341': Wood Treaters
 # '342': Cabinet-makers and Related Workers
 # '343': Woodworking Machine Tool Setters and Operators
 # '344': Tailors, Dressmakers, Furriers and Hatters
 # '345': Garment and Related Patternmakers and Cutters
 # '346': Sewing, Embroidery and Related Workers
 # '347': Upholsterers and Related Workers
 # '348': Pelt Dressers, Tanners and Fellmongers
 # '349': Shoemakers and Related Workers
 # '350': Underwater Divers
 # '351': Shotfirers and Blasters
 # '352': Product Graders and Testers (excluding Foods and Beverages)
 # '353': Fumigators and Other Pest and Weed Controllers
 # '354': Miners and Quarriers
 # '355': Mineral and Stone Processing Plant Operators
 # '356': Well Drillers and Borers and Related Workers
 # '357': Cement, Stone and Other Mineral Products Machine Operators
 # '358': Metal Processing Plant Operators
 # '359': Metal Finishing, Plating and Coating Machine Operators
 # '360': Chemical Products Plant and Machine Operators
 # '361': Photographic Products Machine Operators
 # '362': Rubber Products Machine Operators
 # '363': Plastic Products Machine Operators
 # '364': Paper Products Machine Operators
 # '365': Fibre Preparing, Spinning and Winding Machine Operators
 # '366': Weaving and Knitting Machine Operators
 # '367': Sewing Machine Operators
 # '368': Bleaching, Dyeing and Fabric Cleaning Machine Operators
 # '369': Fur and Leather Preparing Machine Operators
 # '370': Shoemaking and Related Machine Operators
 # '371': Laundry Machine Operators
 # '372': Textile, Fur and Leather Products Machine Operators Not Elsewhere Classified
 # '373': Food and Related Products Machine Operators
 # '374': Pulp and Papermaking Plant Operators
 # '375': Wood Processing Plant Operators
 # '376': Glass and Ceramics Plant Operators
 # '377': Steam Engine and Boiler Operators
 # '378': Packing, Bottling and Labelling Machine Operators
 # '379': Stationary Plant and Machine Operators Not Elsewhere Classified
 # '380': Mechanical Machinery Assemblers
 # '381': Electrical and Electronic Equipment Assemblers
 # '382': Assemblers Not Elsewhere Classified
 # '383': Locomotive Engine Drivers
 # '384': Railway Brake, Signal and Switch Operators
 # '385': Motorcycle Drivers
 # '386': Car, Taxi and Van Drivers
 # '387': Bus and Tram Drivers
 # '388': Heavy Truck and Lorry Drivers
 # '389': Mobile Farm and Forestry Plant Operators
 # '390': Earthmoving and Related Plant Operators
 # '391': Crane, Hoist and Related Plant Operators
 # '392': Lifting Truck Operators
 # '393': "Ships\u2019 Deck Crews and Related Workers"
 # '394': Domestic Cleaners and Helpers
 # '395': Cleaners and Helpers in Offices, Hotels and Other Establishments
 # '396': Hand Launderers and Pressers
 # '397': Vehicle Cleaners
 # '398': Window Cleaners
 # '399': Other Cleaning Workers
 # '400': Crop Farm Labourers
 # '401': Livestock Farm Labourers
 # '402': Mixed Crop and Livestock Farm Labourers
 # '403': Garden and Horticultural Labourers
 # '404': Forestry Labourers
 # '405': Fishery and Aquaculture Labourers
 # '406': Mining and Quarrying Labourers
 # '407': Civil Engineering Labourers
 # '408': Building Construction Labourers
 # '409': Hand Packers
 # '410': Manufacturing Labourers Not Elsewhere Classified
 # '411': Hand and Pedal Vehicle Drivers
 # '412': Drivers of Animal-drawn Vehicles and Machinery
 # '413': Freight Handlers
 # '414': Shelf Fillers
 # '415': Fast Food Preparers
 # '416': Kitchen Helpers
 # '417': Street and Related Services Workers
 # '418': Street Vendors (excluding Food)
 # '419': Garbage and Recycling Collectors
 # '420': Refuse Sorters
 # '421': Sweepers and Related Labourers
 # '422': Messengers, Package Deliverers and Luggage Porters
 # '423': Odd-job Persons
 # '424': Meter Readers and Vending-machine Collectors
 # '425': Elementary Workers Not Elsewhere Classified
 # '426': Traditional Chiefs and Heads of Villages
 # '427': Paramedical Practitioners
 # '428': Nursing Associate Professionals
 # '429': Scribes and Related Workers
 # '430': Subsistence Crop Farmers
 # '431': Subsistence Livestock Farmers
 # '432': Subsistence Mixed Crop and Livestock Farmers
 # '433': Subsistence Fishers, Hunters, Trappers and Gatherers
 # '434': Craft and Related Workers Not Elsewhere Classified
 # '435': Water and Firewood Collectors
 - name: ISCO_DEFINITION_4
 dtype: string
 - name: ISCO_CODES
 sequence: string
 - name: ISCO_LABELS
 sequence: string
 - name: ESCO_CODE
 dtype: string
 # class_label:
 # names:
 # '0': '0110.1'
 # '1': '0110.10'
 # '2': '0110.11'
 # '3': '0110.12'
 # '4': '0110.2'
 # '5': '0110.3'
 # '6': '0110.4'
 # '7': '0110.5'
 # '8': '0110.6'
 # '9': '0110.7'
 # '10': '0110.8'
 # '11': '0110.9'
 # '12': '0210.1'
 # '13': '0210.2'
 # '14': '0210.3'
 # '15': '0210.4'
 # '16': '0310.1'
 # '17': '0310.2'
 # '18': '0310.3'
 # '19': '0310.4'
 # '20': '0310.5'
 # '21': '1111.1'
 # '22': '1111.2'
 # '23': '1111.3'
 # '24': '1111.4'
 # '25': '1111.5'
 # '26': '1111.6'
 # '27': '1111.7'
 # '28': '1112.1'
 # '29': '1112.2'
 # '30': '1112.3'
 # '31': 1112.3.1
 # '32': 1112.3.2
 # '33': '1112.4'
 # '34': '1112.5'
 # '35': '1112.6'
 # '36': '1112.7'
 # '37': '1114.1'
 # '38': '1120.1'
 # '39': '1120.3'
 # '40': 1120.3.1
 # '41': '1120.4'
 # '42': '1120.5'
 # '43': '1120.6'
 # '44': '1211.1'
 # '45': 1211.1.1
 # '46': 1211.1.2
 # '47': 1211.1.3
 # '48': 1211.1.4
 # '49': '1212.1'
 # '50': '1212.2'
 # '51': 1212.2.1
 # '52': '1212.3'
 # '53': '1213.1'
 # '54': '1213.2'
 # '55': 1213.2.1
 # '56': 1213.2.2
 # '57': 1213.2.3
 # '58': '1213.3'
 # '59': '1213.4'
 # '60': '1213.5'
 # '61': 1213.5.1
 # '62': '1213.6'
 # '63': '1213.7'
 # '64': '1213.8'
 # '65': '1219.1'
 # '66': 1219.1.1
 # '67': 1219.1.2
 # '68': '1219.2'
 # '69': '1219.3'
 # '70': '1219.4'
 # '71': '1219.5'
 # '72': 1219.5.1
 # '73': 1219.5.2
 # '74': 1219.5.3
 # '75': 1219.5.4
 # '76': 1219.5.5
 # '77': '1219.6'
 # '78': '1219.7'
 # '79': '1221.1'
 # '80': '1221.2'
 # '81': '1221.3'
 # '82': 1221.3.1
 # '83': 1221.3.2
 # '84': 1221.3.2.1
 # '85': 1221.3.2.1.1
 # '86': 1221.3.2.1.2
 # '87': 1221.3.2.1.3
 # '88': 1221.3.2.1.4
 # '89': 1221.3.3
 # '90': '1221.4'
 # '91': '1221.5'
 # '92': '1221.6'
 # '93': '1222.1'
 # '94': 1222.1.1
 # '95': 1222.1.2
 # '96': '1223.1'
 # '97': 1223.1.1
 # '98': '1223.2'
 # '99': 1223.2.1
 # '100': 1223.2.1.1
 # '101': 1223.2.1.2
 # '102': 1223.2.1.3
 # '103': 1223.2.1.4
 # '104': 1223.2.2
 # '105': 1223.2.2.1
 # '106': '1311.1'
 # '107': '1312.1'
 # '108': '1312.2'
 # '109': '1312.3'
 # '110': '1321.1'
 # '111': '1321.2'
 # '112': 1321.2.1
 # '113': 1321.2.1.1
 # '114': 1321.2.1.2
 # '115': 1321.2.1.3
 # '116': 1321.2.1.4
 # '117': 1321.2.1.5
 # '118': 1321.2.1.6
 # '119': 1321.2.1.6.1
 # '120': 1321.2.1.6.2
 # '121': 1321.2.1.7
 # '122': 1321.2.1.8
 # '123': 1321.2.2
 # '124': 1321.2.2.1
 # '125': 1321.2.2.2
 # '126': 1321.2.2.3
 # '127': 1321.2.3
 # '128': 1321.2.4
 # '129': 1321.2.5
 # '130': '1321.3'
 # '131': '1322.1'
 # '132': 1322.1.1
 # '133': 1322.1.2
 # '134': '1322.2'
 # '135': '1323.1'
 # '136': 1323.1.1
 # '137': 1323.1.2
 # '138': '1324.1'
 # '139': '1324.2'
 # '140': '1324.3'
 # '141': 1324.3.1
 # '142': 1324.3.1.1
 # '143': 1324.3.1.2
 # '144': 1324.3.1.3
 # '145': 1324.3.1.4
 # '146': 1324.3.1.5
 # '147': 1324.3.1.6
 # '148': 1324.3.1.6.1
 # '149': 1324.3.1.6.10
 # '150': 1324.3.1.6.11
 # '151': 1324.3.1.6.12
 # '152': 1324.3.1.6.13
 # '153': 1324.3.1.6.14
 # '154': 1324.3.1.6.15
 # '155': 1324.3.1.6.16
 # '156': 1324.3.1.6.17
 # '157': 1324.3.1.6.18
 # '158': 1324.3.1.6.19
 # '159': 1324.3.1.6.2
 # '160': 1324.3.1.6.20
 # '161': 1324.3.1.6.21
 # '162': 1324.3.1.6.22
 # '163': 1324.3.1.6.23
 # '164': 1324.3.1.6.24
 # '165': 1324.3.1.6.25
 # '166': 1324.3.1.6.26
 # '167': 1324.3.1.6.27
 # '168': 1324.3.1.6.28
 # '169': 1324.3.1.6.29
 # '170': 1324.3.1.6.3
 # '171': 1324.3.1.6.30
 # '172': 1324.3.1.6.31
 # '173': 1324.3.1.6.32
 # '174': 1324.3.1.6.4
 # '175': 1324.3.1.6.5
 # '176': 1324.3.1.6.6
 # '177': 1324.3.1.6.7
 # '178': 1324.3.1.6.8
 # '179': 1324.3.1.6.9
 # '180': 1324.3.2
 # '181': 1324.3.2.1
 # '182': 1324.3.2.10
 # '183': 1324.3.2.11
 # '184': 1324.3.2.12
 # '185': 1324.3.2.13
 # '186': 1324.3.2.14
 # '187': 1324.3.2.15
 # '188': 1324.3.2.16
 # '189': 1324.3.2.17
 # '190': 1324.3.2.18
 # '191': 1324.3.2.19
 # '192': 1324.3.2.2
 # '193': 1324.3.2.20
 # '194': 1324.3.2.21
 # '195': 1324.3.2.22
 # '196': 1324.3.2.23
 # '197': 1324.3.2.24
 # '198': 1324.3.2.25
 # '199': 1324.3.2.26
 # '200': 1324.3.2.27
 # '201': 1324.3.2.28
 # '202': 1324.3.2.29
 # '203': 1324.3.2.3
 # '204': 1324.3.2.30
 # '205': 1324.3.2.31
 # '206': 1324.3.2.32
 # '207': 1324.3.2.33
 # '208': 1324.3.2.34
 # '209': 1324.3.2.35
 # '210': 1324.3.2.4
 # '211': 1324.3.2.5
 # '212': 1324.3.2.6
 # '213': 1324.3.2.7
 # '214': 1324.3.2.8
 # '215': 1324.3.2.9
 # '216': 1324.3.3
 # '217': 1324.3.4
 # '218': 1324.3.4.1
 # '219': '1324.4'
 # '220': '1324.5'
 # '221': '1324.6'
 # '222': '1324.7'
 # '223': '1324.8'
 # '224': 1324.8.1
 # '225': 1324.8.2
 # '226': 1324.8.2.1
 # '227': 1324.8.3
 # '228': '1330.1'
 # '229': 1330.1.1
 # '230': '1330.10'
 # '231': '1330.2'
 # '232': '1330.3'
 # '233': '1330.4'
 # '234': '1330.5'
 # '235': 1330.5.1
 # '236': '1330.6'
 # '237': '1330.7'
 # '238': '1330.8'
 # '239': '1330.9'
 # '240': '1341.1'
 # '241': '1341.2'
 # '242': '1341.3'
 # '243': '1342.1'
 # '244': '1342.2'
 # '245': '1343.1'
 # '246': '1344.1'
 # '247': 1344.1.1
 # '248': 1344.1.2
 # '249': 1344.1.3
 # '250': '1345.1'
 # '251': 1345.1.1
 # '252': 1345.1.10
 # '253': 1345.1.2
 # '254': 1345.1.3
 # '255': 1345.1.4
 # '256': 1345.1.5
 # '257': 1345.1.6
 # '258': 1345.1.7
 # '259': 1345.1.8
 # '260': 1345.1.9
 # '261': '1346.1'
 # '262': '1346.2'
 # '263': '1346.3'
 # '264': '1346.4'
 # '265': '1346.5'
 # '266': '1346.6'
 # '267': '1349.1'
 # '268': '1349.10'
 # '269': '1349.11'
 # '270': '1349.12'
 # '271': '1349.13'
 # '272': '1349.14'
 # '273': '1349.15'
 # '274': '1349.16'
 # '275': '1349.17'
 # '276': '1349.18'
 # '277': '1349.19'
 # '278': '1349.2'
 # '279': '1349.20'
 # '280': '1349.21'
 # '281': 1349.21.1
 # '282': '1349.22'
 # '283': '1349.23'
 # '284': '1349.3'
 # '285': '1349.4'
 # '286': '1349.5'
 # '287': '1349.6'
 # '288': '1349.7'
 # '289': '1349.8'
 # '290': '1349.9'
 # '291': '1411.1'
 # '292': '1411.2'
 # '293': '1411.3'
 # '294': '1412.1'
 # '295': '1420.1'
 # '296': '1420.2'
 # '297': '1420.3'
 # '298': '1420.4'
 # '299': 1420.4.1
 # '300': 1420.4.10
 # '301': 1420.4.11
 # '302': 1420.4.12
 # '303': 1420.4.13
 # '304': 1420.4.14
 # '305': 1420.4.15
 # '306': 1420.4.16
 # '307': 1420.4.17
 # '308': 1420.4.18
 # '309': 1420.4.19
 # '310': 1420.4.2
 # '311': 1420.4.20
 # '312': 1420.4.21
 # '313': 1420.4.22
 # '314': 1420.4.23
 # '315': 1420.4.24
 # '316': 1420.4.25
 # '317': 1420.4.26
 # '318': 1420.4.27
 # '319': 1420.4.28
 # '320': 1420.4.29
 # '321': 1420.4.3
 # '322': 1420.4.30
 # '323': 1420.4.31
 # '324': 1420.4.32
 # '325': 1420.4.33
 # '326': 1420.4.34
 # '327': 1420.4.35
 # '328': 1420.4.36
 # '329': 1420.4.37
 # '330': 1420.4.38
 # '331': 1420.4.39
 # '332': 1420.4.4
 # '333': 1420.4.40
 # '334': 1420.4.41
 # '335': 1420.4.42
 # '336': 1420.4.43
 # '337': 1420.4.5
 # '338': 1420.4.6
 # '339': 1420.4.7
 # '340': 1420.4.8
 # '341': 1420.4.9
 # '342': '1420.5'
 # '343': '1420.6'
 # '344': '1431.1'
 # '345': 1431.1.1
 # '346': 1431.1.2
 # '347': '1431.2'
 # '348': 1431.2.1
 # '349': 1431.2.2
 # '350': 1431.2.3
 # '351': 1431.2.4
 # '352': 1431.2.5
 # '353': 1431.2.6
 # '354': '1431.3'
 # '355': '1439.1'
 # '356': '1439.2'
 # '357': '1439.3'
 # '358': '1439.4'
 # '359': '1439.5'
 # '360': '1439.6'
 # '361': '1439.7'
 # '362': '1439.8'
 # '363': '2111.1'
 # '364': '2111.2'
 # '365': '2111.3'
 # '366': '2112.1'
 # '367': 2112.1.1
 # '368': 2112.1.2
 # '369': 2112.1.3
 # '370': '2112.2'
 # '371': '2113.1'
 # '372': 2113.1.1
 # '373': 2113.1.2
 # '374': 2113.1.3
 # '375': 2113.1.4
 # '376': 2113.1.5
 # '377': 2113.1.6
 # '378': '2113.2'
 # '379': '2114.1'
 # '380': 2114.1.1
 # '381': 2114.1.10
 # '382': 2114.1.2
 # '383': 2114.1.3
 # '384': 2114.1.4
 # '385': 2114.1.5
 # '386': 2114.1.6
 # '387': 2114.1.7
 # '388': 2114.1.8
 # '389': 2114.1.9
 # '390': '2114.2'
 # '391': '2114.3'
 # '392': '2120.1'
 # '393': '2120.2'
 # '394': '2120.3'
 # '395': '2120.4'
 # '396': '2120.5'
 # '397': '2120.6'
 # '398': 2120.6.1
 # '399': '2131.1'
 # '400': '2131.2'
 # '401': '2131.3'
 # '402': '2131.4'
 # '403': 2131.4.1
 # '404': 2131.4.10
 # '405': 2131.4.11
 # '406': 2131.4.12
 # '407': 2131.4.13
 # '408': 2131.4.2
 # '409': 2131.4.3
 # '410': 2131.4.4
 # '411': 2131.4.5
 # '412': 2131.4.6
 # '413': 2131.4.6.1
 # '414': 2131.4.7
 # '415': 2131.4.8
 # '416': 2131.4.9
 # '417': '2131.5'
 # '418': '2131.6'
 # '419': '2131.7'
 # '420': '2131.8'
 # '421': 2131.8.1
 # '422': 2131.8.2
 # '423': '2132.1'
 # '424': '2132.2'
 # '425': '2132.3'
 # '426': '2132.4'
 # '427': '2132.5'
 # '428': '2132.6'
 # '429': '2133.1'
 # '430': '2133.10'
 # '431': '2133.11'
 # '432': '2133.13'
 # '433': '2133.14'
 # '434': '2133.15'
 # '435': 2133.15.1
 # '436': '2133.2'
 # '437': '2133.3'
 # '438': '2133.4'
 # '439': '2133.5'
 # '440': '2133.6'
 # '441': '2133.7'
 # '442': '2133.8'
 # '443': '2133.9'
 # '444': '2141.1'
 # '445': '2141.10'
 # '446': '2141.11'
 # '447': '2141.2'
 # '448': '2141.3'
 # '449': '2141.4'
 # '450': 2141.4.1
 # '451': 2141.4.2
 # '452': 2141.4.2.1
 # '453': 2141.4.2.2
 # '454': 2141.4.3
 # '455': '2141.5'
 # '456': '2141.6'
 # '457': '2141.8'
 # '458': '2141.9'
 # '459': '2142.1'
 # '460': 2142.1.1
 # '461': 2142.1.11
 # '462': 2142.1.2
 # '463': 2142.1.3
 # '464': 2142.1.4
 # '465': 2142.1.5
 # '466': 2142.1.6
 # '467': 2142.1.7
 # '468': 2142.1.8
 # '469': 2142.1.9
 # '470': '2143.1'
 # '471': 2143.1.1
 # '472': 2143.1.3
 # '473': 2143.1.4
 # '474': '2143.2'
 # '475': '2143.3'
 # '476': '2144.1'
 # '477': 2144.1.1
 # '478': 2144.1.1.1
 # '479': 2144.1.10
 # '480': 2144.1.11
 # '481': 2144.1.12
 # '482': 2144.1.13
 # '483': 2144.1.14
 # '484': 2144.1.15
 # '485': 2144.1.16
 # '486': 2144.1.17
 # '487': 2144.1.18
 # '488': 2144.1.19
 # '489': 2144.1.2
 # '490': 2144.1.2.1
 # '491': 2144.1.20
 # '492': 2144.1.21
 # '493': 2144.1.22
 # '494': 2144.1.23
 # '495': 2144.1.3
 # '496': 2144.1.4
 # '497': 2144.1.5
 # '498': 2144.1.6
 # '499': 2144.1.7
 # '500': 2144.1.8
 # '501': 2144.1.9
 # '502': '2145.1'
 # '503': 2145.1.1
 # '504': 2145.1.2
 # '505': 2145.1.3
 # '506': 2145.1.4
 # '507': 2145.1.5
 # '508': 2145.1.6
 # '509': 2145.1.7
 # '510': 2145.1.8
 # '511': 2145.1.9
 # '512': '2145.2'
 # '513': '2145.3'
 # '514': '2146.1'
 # '515': '2146.10'
 # '516': '2146.11'
 # '517': '2146.2'
 # '518': '2146.3'
 # '519': '2146.4'
 # '520': '2146.5'
 # '521': 2146.5.1
 # '522': 2146.5.2
 # '523': '2146.6'
 # '524': '2146.7'
 # '525': '2146.8'
 # '526': '2146.9'
 # '527': '2149.1'
 # '528': '2149.10'
 # '529': 2149.10.1
 # '530': '2149.11'
 # '531': 2149.11.1
 # '532': 2149.11.2
 # '533': '2149.12'
 # '534': 2149.12.1
 # '535': '2149.13'
 # '536': '2149.14'
 # '537': '2149.15'
 # '538': '2149.16'
 # '539': '2149.17'
 # '540': '2149.2'
 # '541': 2149.2.1
 # '542': 2149.2.2
 # '543': 2149.2.3
 # '544': 2149.2.4
 # '545': 2149.2.5
 # '546': 2149.2.6
 # '547': 2149.2.7
 # '548': 2149.2.7.1
 # '549': 2149.2.8
 # '550': '2149.3'
 # '551': '2149.4'
 # '552': '2149.5'
 # '553': 2149.5.1
 # '554': '2149.6'
 # '555': '2149.7'
 # '556': '2149.8'
 # '557': '2149.9'
 # '558': 2149.9.1
 # '559': 2149.9.2
 # '560': 2149.9.3
 # '561': 2149.9.4
 # '562': 2149.9.5
 # '563': 2149.9.6
 # '564': 2149.9.7
 # '565': 2149.9.8
 # '566': 2149.9.9
 # '567': '2151.1'
 # '568': 2151.1.1
 # '569': 2151.1.2
 # '570': 2151.1.3
 # '571': 2151.1.4
 # '572': 2151.1.5
 # '573': 2151.1.6
 # '574': '2151.2'
 # '575': '2152.1'
 # '576': 2152.1.1
 # '577': 2152.1.10
 # '578': 2152.1.11
 # '579': 2152.1.12
 # '580': 2152.1.13
 # '581': 2152.1.14
 # '582': 2152.1.15
 # '583': 2152.1.2
 # '584': 2152.1.3
 # '585': 2152.1.4
 # '586': 2152.1.5
 # '587': 2152.1.6
 # '588': 2152.1.7
 # '589': 2152.1.7.1
 # '590': 2152.1.8
 # '591': 2152.1.9
 # '592': '2153.1'
 # '593': 2153.1.1
 # '594': '2161.1'
 # '595': 2161.1.1
 # '596': '2162.1'
 # '597': 2162.1.1
 # '598': '2163.1'
 # '599': 2163.1.1
 # '600': 2163.1.2
 # '601': 2163.1.3
 # '602': 2163.1.3.1
 # '603': 2163.1.3.2
 # '604': 2163.1.3.3
 # '605': 2163.1.4
 # '606': 2163.1.5
 # '607': 2163.1.6
 # '608': 2163.1.7
 # '609': 2163.1.8
 # '610': '2163.2'
 # '611': '2163.3'
 # '612': '2163.4'
 # '613': '2164.1'
 # '614': '2164.2'
 # '615': '2164.3'
 # '616': '2164.4'
 # '617': '2165.1'
 # '618': '2165.2'
 # '619': '2165.3'
 # '620': '2165.4'
 # '621': 2165.4.1
 # '622': 2165.4.2
 # '623': '2166.1'
 # '624': '2166.10'
 # '625': '2166.11'
 # '626': '2166.12'
 # '627': '2166.13'
 # '628': '2166.14'
 # '629': '2166.2'
 # '630': '2166.3'
 # '631': 2166.3.1
 # '632': '2166.4'
 # '633': '2166.5'
 # '634': '2166.6'
 # '635': '2166.7'
 # '636': '2166.8'
 # '637': '2166.9'
 # '638': '2211.1'
 # '639': '2212.1'
 # '640': '2221.1'
 # '641': '2221.2'
 # '642': '2221.3'
 # '643': '2222.1'
 # '644': '2230.1'
 # '645': '2230.2'
 # '646': 2230.2.1
 # '647': 2230.2.2
 # '648': 2230.2.3
 # '649': '2250.1'
 # '650': '2250.2'
 # '651': '2250.3'
 # '652': '2250.4'
 # '653': 2250.4.1
 # '654': 2250.4.2
 # '655': '2250.5'
 # '656': '2250.6'
 # '657': '2250.7'
 # '658': '2250.8'
 # '659': '2250.9'
 # '660': '2261.1'
 # '661': '2261.2'
 # '662': '2262.1'
 # '663': 2262.1.1
 # '664': 2262.1.2
 # '665': 2262.1.2.1
 # '666': 2262.1.2.2
 # '667': '2263.1'
 # '668': '2263.2'
 # '669': '2263.3'
 # '670': 2263.3.1
 # '671': '2263.5'
 # '672': '2264.1'
 # '673': '2264.2'
 # '674': '2265.1'
 # '675': 2265.1.1
 # '676': '2266.1'
 # '677': '2266.2'
 # '678': '2267.1'
 # '679': '2267.2'
 # '680': '2269.1'
 # '681': '2269.10'
 # '682': '2269.11'
 # '683': '2269.2'
 # '684': '2269.3'
 # '685': '2269.4'
 # '686': '2269.5'
 # '687': '2269.6'
 # '688': '2269.7'
 # '689': '2269.8'
 # '690': 2269.8.1
 # '691': 2269.8.2
 # '692': '2269.9'
 # '693': 2269.9.1
 # '694': 2269.9.2
 # '695': 2269.9.3
 # '696': 2269.9.4
 # '697': '2310.1'
 # '698': 2310.1.1
 # '699': 2310.1.10
 # '700': 2310.1.11
 # '701': 2310.1.12
 # '702': 2310.1.13
 # '703': 2310.1.14
 # '704': 2310.1.15
 # '705': 2310.1.16
 # '706': 2310.1.17
 # '707': 2310.1.18
 # '708': 2310.1.19
 # '709': 2310.1.2
 # '710': 2310.1.20
 # '711': 2310.1.21
 # '712': 2310.1.22
 # '713': 2310.1.23
 # '714': 2310.1.24
 # '715': 2310.1.25
 # '716': 2310.1.26
 # '717': 2310.1.27
 # '718': 2310.1.28
 # '719': 2310.1.29
 # '720': 2310.1.3
 # '721': 2310.1.30
 # '722': 2310.1.31
 # '723': 2310.1.32
 # '724': 2310.1.33
 # '725': 2310.1.34
 # '726': 2310.1.35
 # '727': 2310.1.36
 # '728': 2310.1.37
 # '729': 2310.1.38
 # '730': 2310.1.39
 # '731': 2310.1.4
 # '732': 2310.1.40
 # '733': 2310.1.41
 # '734': 2310.1.42
 # '735': 2310.1.43
 # '736': 2310.1.5
 # '737': 2310.1.6
 # '738': 2310.1.7
 # '739': 2310.1.8
 # '740': 2310.1.9
 # '741': '2310.2'
 # '742': '2320.1'
 # '743': 2320.1.1
 # '744': 2320.1.10
 # '745': 2320.1.11
 # '746': 2320.1.12
 # '747': 2320.1.13
 # '748': 2320.1.14
 # '749': 2320.1.15
 # '750': 2320.1.16
 # '751': 2320.1.17
 # '752': 2320.1.18
 # '753': 2320.1.19
 # '754': 2320.1.2
 # '755': 2320.1.20
 # '756': 2320.1.21
 # '757': 2320.1.22
 # '758': 2320.1.23
 # '759': 2320.1.24
 # '760': 2320.1.3
 # '761': 2320.1.4
 # '762': 2320.1.5
 # '763': 2320.1.6
 # '764': 2320.1.7
 # '765': 2320.1.8
 # '766': 2320.1.9
 # '767': '2330.1'
 # '768': 2330.1.1
 # '769': 2330.1.10
 # '770': 2330.1.11
 # '771': 2330.1.12
 # '772': 2330.1.13
 # '773': 2330.1.14
 # '774': 2330.1.15
 # '775': 2330.1.16
 # '776': 2330.1.17
 # '777': 2330.1.18
 # '778': 2330.1.2
 # '779': 2330.1.3
 # '780': 2330.1.4
 # '781': 2330.1.5
 # '782': 2330.1.6
 # '783': 2330.1.7
 # '784': 2330.1.8
 # '785': 2330.1.9
 # '786': '2341.1'
 # '787': 2341.1.1
 # '788': '2342.1'
 # '789': '2342.2'
 # '790': '2342.3'
 # '791': '2351.1'
 # '792': '2351.2'
 # '793': '2351.3'
 # '794': '2351.4'
 # '795': '2352.1'
 # '796': 2352.1.1
 # '797': 2352.1.2
 # '798': 2352.1.3
 # '799': 2352.1.4
 # '800': 2352.1.5
 # '801': 2352.1.6
 # '802': '2352.2'
 # '803': '2353.1'
 # '804': '2353.2'
 # '805': '2354.1'
 # '806': '2355.1'
 # '807': '2355.2'
 # '808': '2355.3'
 # '809': '2355.4'
 # '810': '2355.5'
 # '811': '2355.6'
 # '812': '2356.1'
 # '813': 2356.1.1
 # '814': '2359.1'
 # '815': '2359.10'
 # '816': '2359.11'
 # '817': '2359.12'
 # '818': '2359.13'
 # '819': '2359.14'
 # '820': '2359.2'
 # '821': '2359.3'
 # '822': '2359.4'
 # '823': '2359.5'
 # '824': '2359.6'
 # '825': '2359.7'
 # '826': '2359.8'
 # '827': '2359.9'
 # '828': '2411.1'
 # '829': 2411.1.1
 # '830': 2411.1.10
 # '831': 2411.1.11
 # '832': 2411.1.12
 # '833': 2411.1.2
 # '834': 2411.1.3
 # '835': 2411.1.4
 # '836': 2411.1.5
 # '837': 2411.1.6
 # '838': 2411.1.7
 # '839': 2411.1.8
 # '840': 2411.1.9
 # '841': '2412.1'
 # '842': '2412.10'
 # '843': '2412.11'
 # '844': '2412.2'
 # '845': '2412.3'
 # '846': '2412.4'
 # '847': 2412.4.1
 # '848': '2412.5'
 # '849': '2412.6'
 # '850': 2412.6.1
 # '851': 2412.6.2
 # '852': 2412.6.3
 # '853': 2412.6.4
 # '854': '2412.7'
 # '855': '2412.8'
 # '856': '2412.9'
 # '857': '2413.1'
 # '858': 2413.1.1
 # '859': 2413.1.2
 # '860': 2413.1.3
 # '861': 2413.1.4
 # '862': '2413.2'
 # '863': '2421.1'
 # '864': 2421.1.1
 # '865': '2421.2'
 # '866': '2421.3'
 # '867': '2421.4'
 # '868': '2421.5'
 # '869': '2422.1'
 # '870': '2422.10'
 # '871': '2422.11'
 # '872': '2422.12'
 # '873': 2422.12.1
 # '874': 2422.12.10
 # '875': 2422.12.11
 # '876': 2422.12.12
 # '877': 2422.12.13
 # '878': 2422.12.14
 # '879': 2422.12.15
 # '880': 2422.12.2
 # '881': 2422.12.3
 # '882': 2422.12.4
 # '883': 2422.12.5
 # '884': 2422.12.6
 # '885': 2422.12.7
 # '886': 2422.12.8
 # '887': 2422.12.9
 # '888': '2422.13'
 # '889': '2422.14'
 # '890': '2422.15'
 # '891': '2422.16'
 # '892': '2422.17'
 # '893': '2422.18'
 # '894': '2422.2'
 # '895': '2422.3'
 # '896': '2422.5'
 # '897': '2422.6'
 # '898': '2422.7'
 # '899': '2422.8'
 # '900': '2422.9'
 # '901': '2423.1'
 # '902': '2423.2'
 # '903': '2423.3'
 # '904': '2423.4'
 # '905': '2423.5'
 # '906': '2423.6'
 # '907': '2424.1'
 # '908': '2424.2'
 # '909': '2424.3'
 # '910': '2431.1'
 # '911': '2431.10'
 # '912': 2431.10.1
 # '913': 2431.10.2
 # '914': 2431.10.3
 # '915': 2431.10.4
 # '916': '2431.11'
 # '917': '2431.12'
 # '918': '2431.13'
 # '919': '2431.14'
 # '920': '2431.15'
 # '921': '2431.16'
 # '922': '2431.2'
 # '923': '2431.3'
 # '924': '2431.4'
 # '925': '2431.5'
 # '926': '2431.6'
 # '927': '2431.7'
 # '928': '2431.8'
 # '929': '2431.9'
 # '930': '2432.1'
 # '931': '2432.2'
 # '932': '2432.3'
 # '933': '2432.4'
 # '934': '2432.5'
 # '935': '2432.6'
 # '936': 2432.6.1
 # '937': '2432.7'
 # '938': '2432.8'
 # '939': '2432.9'
 # '940': 2432.9.1
 # '941': '2433.1'
 # '942': '2433.2'
 # '943': '2433.3'
 # '944': '2433.4'
 # '945': '2433.5'
 # '946': '2433.6'
 # '947': 2433.6.1
 # '948': 2433.6.2
 # '949': 2433.6.3
 # '950': 2433.6.4
 # '951': 2433.6.5
 # '952': 2433.6.6
 # '953': 2433.6.7
 # '954': '2434.1'
 # '955': '2434.2'
 # '956': '2434.3'
 # '957': '2434.4'
 # '958': '2511.1'
 # '959': '2511.10'
 # '960': '2511.11'
 # '961': '2511.12'
 # '962': '2511.13'
 # '963': '2511.14'
 # '964': 2511.14.1
 # '965': '2511.15'
 # '966': '2511.16'
 # '967': '2511.17'
 # '968': '2511.18'
 # '969': '2511.19'
 # '970': '2511.2'
 # '971': '2511.3'
 # '972': '2511.4'
 # '973': '2511.5'
 # '974': '2511.6'
 # '975': '2511.7'
 # '976': '2511.8'
 # '977': '2511.9'
 # '978': '2512.1'
 # '979': '2512.2'
 # '980': '2512.3'
 # '981': '2512.4'
 # '982': 2512.4.1
 # '983': '2512.5'
 # '984': '2513.1'
 # '985': '2513.2'
 # '986': '2513.3'
 # '987': '2513.4'
 # '988': '2513.5'
 # '989': '2514.1'
 # '990': '2514.2'
 # '991': 2514.2.1
 # '992': 2514.2.2
 # '993': '2514.3'
 # '994': '2514.4'
 # '995': '2519.1'
 # '996': '2519.2'
 # '997': '2519.3'
 # '998': '2519.4'
 # '999': '2519.5'
 # '1000': '2519.6'
 # '1001': '2519.7'
 # '1002': 2519.7.1
 # '1003': 2519.7.2
 # '1004': 2519.7.3
 # '1005': 2519.7.4
 # '1006': 2519.7.5
 # '1007': '2521.1'
 # '1008': '2521.2'
 # '1009': '2521.3'
 # '1010': '2521.4'
 # '1011': '2521.5'
 # '1012': '2522.1'
 # '1013': 2522.1.1
 # '1014': 2522.1.2
 # '1015': '2523.1'
 # '1016': '2523.2'
 # '1017': '2523.3'
 # '1018': '2529.1'
 # '1019': '2529.2'
 # '1020': '2529.3'
 # '1021': '2529.4'
 # '1022': '2529.5'
 # '1023': '2529.6'
 # '1024': '2529.7'
 # '1025': '2529.8'
 # '1026': '2529.9'
 # '1027': '2611.1'
 # '1028': 2611.1.1
 # '1029': 2611.1.2
 # '1030': '2612.1'
 # '1031': 2612.1.1
 # '1032': '2619.1'
 # '1033': '2619.10'
 # '1034': '2619.11'
 # '1035': '2619.12'
 # '1036': '2619.2'
 # '1037': '2619.3'
 # '1038': '2619.4'
 # '1039': '2619.5'
 # '1040': '2619.6'
 # '1041': '2619.7'
 # '1042': '2619.8'
 # '1043': '2619.9'
 # '1044': '2621.1'
 # '1045': '2621.2'
 # '1046': '2621.3'
 # '1047': '2621.4'
 # '1048': '2621.5'
 # '1049': '2621.6'
 # '1050': '2621.7'
 # '1051': '2621.8'
 # '1052': '2621.9'
 # '1053': '2622.1'
 # '1054': '2622.2'
 # '1055': '2631.1'
 # '1056': '2631.2'
 # '1057': 2631.2.1
 # '1058': 2631.2.2
 # '1059': 2631.2.3
 # '1060': 2631.2.4
 # '1061': '2632.1'
 # '1062': 2632.1.1
 # '1063': 2632.1.2
 # '1064': '2632.2'
 # '1065': '2632.3'
 # '1066': '2632.4'
 # '1067': '2632.5'
 # '1068': '2632.6'
 # '1069': 2632.6.1
 # '1070': '2632.7'
 # '1071': '2633.1'
 # '1072': 2633.1.1
 # '1073': '2633.2'
 # '1074': '2633.3'
 # '1075': '2634.1'
 # '1076': '2634.2'
 # '1077': 2634.2.1
 # '1078': 2634.2.2
 # '1079': 2634.2.3
 # '1080': 2634.2.4
 # '1081': '2635.1'
 # '1082': 2635.1.1
 # '1083': 2635.1.2
 # '1084': 2635.1.3
 # '1085': 2635.1.4
 # '1086': 2635.1.5
 # '1087': '2635.2'
 # '1088': '2635.3'
 # '1089': 2635.3.1
 # '1090': 2635.3.10
 # '1091': 2635.3.11
 # '1092': 2635.3.12
 # '1093': 2635.3.13
 # '1094': 2635.3.14
 # '1095': 2635.3.15
 # '1096': 2635.3.16
 # '1097': 2635.3.17
 # '1098': 2635.3.18
 # '1099': 2635.3.19
 # '1100': 2635.3.2
 # '1101': 2635.3.20
 # '1102': 2635.3.21
 # '1103': 2635.3.22
 # '1104': 2635.3.23
 # '1105': 2635.3.24
 # '1106': 2635.3.25
 # '1107': 2635.3.26
 # '1108': 2635.3.27
 # '1109': 2635.3.27.1
 # '1110': 2635.3.3
 # '1111': 2635.3.4
 # '1112': 2635.3.5
 # '1113': 2635.3.6
 # '1114': 2635.3.7
 # '1115': 2635.3.8
 # '1116': 2635.3.9
 # '1117': '2636.1'
 # '1118': '2636.2'
 # '1119': '2636.3'
 # '1120': '2636.4'
 # '1121': '2641.1'
 # '1122': '2641.2'
 # '1123': '2641.3'
 # '1124': '2641.4'
 # '1125': 2641.4.1
 # '1126': 2641.4.2
 # '1127': 2641.4.3
 # '1128': 2641.4.4
 # '1129': '2642.1'
 # '1130': 2642.1.1
 # '1131': 2642.1.10
 # '1132': 2642.1.11
 # '1133': 2642.1.12
 # '1134': 2642.1.13
 # '1135': 2642.1.14
 # '1136': 2642.1.15
 # '1137': 2642.1.16
 # '1138': 2642.1.17
 # '1139': 2642.1.2
 # '1140': 2642.1.3
 # '1141': 2642.1.4
 # '1142': 2642.1.5
 # '1143': 2642.1.6
 # '1144': 2642.1.7
 # '1145': 2642.1.8
 # '1146': 2642.1.9
 # '1147': '2643.1'
 # '1148': '2643.2'
 # '1149': '2643.3'
 # '1150': '2643.4'
 # '1151': 2643.4.1
 # '1152': '2643.5'
 # '1153': '2643.6'
 # '1154': 2643.6.1
 # '1155': 2643.6.2
 # '1156': '2651.1'
 # '1157': '2651.10'
 # '1158': '2651.11'
 # '1159': '2651.2'
 # '1160': '2651.3'
 # '1161': '2651.4'
 # '1162': '2651.5'
 # '1163': '2651.6'
 # '1164': '2651.7'
 # '1165': '2651.8'
 # '1166': '2651.9'
 # '1167': '2652.1'
 # '1168': 2652.1.1
 # '1169': '2652.2'
 # '1170': '2652.3'
 # '1171': 2652.3.1
 # '1172': 2652.3.1.1
 # '1173': 2652.3.2
 # '1174': '2652.4'
 # '1175': '2652.5'
 # '1176': '2653.1'
 # '1177': 2653.1.1
 # '1178': 2653.1.2
 # '1179': '2653.2'
 # '1180': '2654.1'
 # '1181': 2654.1.1
 # '1182': 2654.1.2
 # '1183': 2654.1.3
 # '1184': 2654.1.4
 # '1185': 2654.1.5
 # '1186': 2654.1.6
 # '1187': 2654.1.7
 # '1188': 2654.1.8
 # '1189': '2654.2'
 # '1190': '2654.3'
 # '1191': 2654.3.1
 # '1192': 2654.3.2
 # '1193': '2654.4'
 # '1194': '2654.5'
 # '1195': '2655.1'
 # '1196': 2655.1.1
 # '1197': '2656.1'
 # '1198': '2656.2'
 # '1199': '2656.3'
 # '1200': '2659.1'
 # '1201': '2659.2'
 # '1202': 2659.2.1
 # '1203': 2659.2.2
 # '1204': 2659.2.3
 # '1205': 2659.2.4
 # '1206': 2659.2.5
 # '1207': 2659.2.6
 # '1208': '2659.3'
 # '1209': '2659.4'
 # '1210': '3111.1'
 # '1211': 3111.1.1
 # '1212': '3111.10'
 # '1213': '3111.11'
 # '1214': '3111.12'
 # '1215': '3111.13'
 # '1216': '3111.14'
 # '1217': '3111.3'
 # '1218': '3111.4'
 # '1219': '3111.5'
 # '1220': '3111.6'
 # '1221': '3111.7'
 # '1222': '3111.8'
 # '1223': '3111.9'
 # '1224': '3112.1'
 # '1225': 3112.1.1
 # '1226': 3112.1.10
 # '1227': 3112.1.11
 # '1228': 3112.1.12
 # '1229': 3112.1.13
 # '1230': 3112.1.2
 # '1231': 3112.1.3
 # '1232': 3112.1.4
 # '1233': 3112.1.5
 # '1234': 3112.1.5.1
 # '1235': 3112.1.6
 # '1236': 3112.1.7
 # '1237': 3112.1.8
 # '1238': 3112.1.9
 # '1239': '3112.10'
 # '1240': '3112.2'
 # '1241': '3112.3'
 # '1242': '3112.4'
 # '1243': '3112.5'
 # '1244': '3112.6'
 # '1245': '3112.7'
 # '1246': '3112.8'
 # '1247': '3112.9'
 # '1248': '3113.1'
 # '1249': 3113.1.1
 # '1250': 3113.1.2
 # '1251': '3113.2'
 # '1252': '3114.1'
 # '1253': 3114.1.1
 # '1254': 3114.1.10
 # '1255': 3114.1.2
 # '1256': 3114.1.3
 # '1257': 3114.1.4
 # '1258': 3114.1.5
 # '1259': 3114.1.6
 # '1260': 3114.1.7
 # '1261': 3114.1.8
 # '1262': 3114.1.9
 # '1263': '3115.1'
 # '1264': 3115.1.1
 # '1265': 3115.1.10
 # '1266': 3115.1.11
 # '1267': 3115.1.12
 # '1268': 3115.1.13
 # '1269': 3115.1.14
 # '1270': 3115.1.15
 # '1271': 3115.1.16
 # '1272': 3115.1.17
 # '1273': 3115.1.18
 # '1274': 3115.1.19
 # '1275': 3115.1.2
 # '1276': 3115.1.20
 # '1277': 3115.1.21
 # '1278': 3115.1.22
 # '1279': 3115.1.23
 # '1280': 3115.1.24
 # '1281': 3115.1.3
 # '1282': 3115.1.4
 # '1283': 3115.1.5
 # '1284': 3115.1.6
 # '1285': 3115.1.7
 # '1286': 3115.1.8
 # '1287': 3115.1.9
 # '1288': '3116.1'
 # '1289': 3116.1.1
 # '1290': 3116.1.2
 # '1291': 3116.1.3
 # '1292': 3116.1.4
 # '1293': '3117.1'
 # '1294': '3117.2'
 # '1295': '3117.3'
 # '1296': '3117.4'
 # '1297': '3117.5'
 # '1298': '3118.1'
 # '1299': '3118.2'
 # '1300': '3118.3'
 # '1301': 3118.3.1
 # '1302': 3118.3.10
 # '1303': 3118.3.11
 # '1304': 3118.3.12
 # '1305': 3118.3.13
 # '1306': 3118.3.2
 # '1307': 3118.3.3
 # '1308': 3118.3.4
 # '1309': 3118.3.5
 # '1310': 3118.3.6
 # '1311': 3118.3.7
 # '1312': 3118.3.8
 # '1313': 3118.3.9
 # '1314': '3118.4'
 # '1315': '3119.1'
 # '1316': '3119.10'
 # '1317': '3119.11'
 # '1318': '3119.12'
 # '1319': '3119.13'
 # '1320': '3119.14'
 # '1321': '3119.15'
 # '1322': '3119.16'
 # '1323': 3119.16.1
 # '1324': 3119.16.2
 # '1325': 3119.16.3
 # '1326': 3119.16.4
 # '1327': 3119.16.5
 # '1328': 3119.16.6
 # '1329': '3119.17'
 # '1330': '3119.18'
 # '1331': '3119.19'
 # '1332': '3119.2'
 # '1333': 3119.2.1
 # '1334': '3119.3'
 # '1335': '3119.4'
 # '1336': '3119.5'
 # '1337': '3119.6'
 # '1338': '3119.7'
 # '1339': '3119.8'
 # '1340': '3119.9'
 # '1341': '3121.1'
 # '1342': 3121.1.1
 # '1343': '3122.1'
 # '1344': '3122.2'
 # '1345': '3122.3'
 # '1346': 3122.3.1
 # '1347': 3122.3.2
 # '1348': 3122.3.3
 # '1349': 3122.3.4
 # '1350': 3122.3.5
 # '1351': 3122.3.6
 # '1352': 3122.3.7
 # '1353': 3122.3.8
 # '1354': '3122.4'
 # '1355': 3122.4.1
 # '1356': 3122.4.10
 # '1357': 3122.4.11
 # '1358': 3122.4.12
 # '1359': 3122.4.13
 # '1360': 3122.4.14
 # '1361': 3122.4.15
 # '1362': 3122.4.16
 # '1363': 3122.4.2
 # '1364': 3122.4.3
 # '1365': 3122.4.4
 # '1366': 3122.4.5
 # '1367': 3122.4.6
 # '1368': 3122.4.7
 # '1369': 3122.4.8
 # '1370': 3122.4.9
 # '1371': '3122.5'
 # '1372': '3123.1'
 # '1373': 3123.1.1
 # '1374': 3123.1.10
 # '1375': 3123.1.11
 # '1376': 3123.1.12
 # '1377': 3123.1.13
 # '1378': 3123.1.14
 # '1379': 3123.1.15
 # '1380': 3123.1.16
 # '1381': 3123.1.17
 # '1382': 3123.1.18
 # '1383': 3123.1.19
 # '1384': 3123.1.2
 # '1385': 3123.1.20
 # '1386': 3123.1.21
 # '1387': 3123.1.22
 # '1388': 3123.1.23
 # '1389': 3123.1.24
 # '1390': 3123.1.25
 # '1391': 3123.1.26
 # '1392': 3123.1.3
 # '1393': 3123.1.4
 # '1394': 3123.1.5
 # '1395': 3123.1.6
 # '1396': 3123.1.7
 # '1397': 3123.1.8
 # '1398': 3123.1.9
 # '1399': '3123.2'
 # '1400': '3131.1'
 # '1401': '3131.2'
 # '1402': '3131.3'
 # '1403': 3131.3.1
 # '1404': 3131.3.2
 # '1405': 3131.3.3
 # '1406': 3131.3.4
 # '1407': 3131.3.5
 # '1408': 3131.3.6
 # '1409': 3131.3.7
 # '1410': 3131.3.8
 # '1411': 3131.3.9
 # '1412': '3132.1'
 # '1413': '3132.2'
 # '1414': '3132.3'
 # '1415': '3132.4'
 # '1416': '3132.5'
 # '1417': '3132.6'
 # '1418': '3132.7'
 # '1419': '3133.1'
 # '1420': 3133.1.1
 # '1421': 3133.1.2
 # '1422': 3133.1.3
 # '1423': 3133.1.4
 # '1424': 3133.1.5
 # '1425': '3134.1'
 # '1426': '3134.2'
 # '1427': '3134.3'
 # '1428': '3134.4'
 # '1429': '3134.5'
 # '1430': '3135.1'
 # '1431': '3139.1'
 # '1432': 3139.1.1
 # '1433': '3139.2'
 # '1434': '3139.3'
 # '1435': '3141.1'
 # '1436': '3141.2'
 # '1437': 3141.2.1
 # '1438': 3141.2.2
 # '1439': 3141.2.3
 # '1440': 3141.2.4
 # '1441': 3141.2.5
 # '1442': '3142.1'
 # '1443': 3142.1.1
 # '1444': 3142.1.2
 # '1445': 3142.1.3
 # '1446': '3143.1'
 # '1447': '3151.1'
 # '1448': '3151.2'
 # '1449': '3151.3'
 # '1450': '3151.4'
 # '1451': '3152.1'
 # '1452': '3152.2'
 # '1453': '3152.3'
 # '1454': '3152.4'
 # '1455': '3152.5'
 # '1456': '3153.1'
 # '1457': '3153.2'
 # '1458': 3153.2.1
 # '1459': 3153.2.2
 # '1460': 3153.2.2.1
 # '1461': 3153.2.3
 # '1462': 3153.2.4
 # '1463': 3153.2.5
 # '1464': 3153.2.6
 # '1465': '3153.3'
 # '1466': '3153.4'
 # '1467': '3154.1'
 # '1468': 3154.1.1
 # '1469': 3154.1.2
 # '1470': 3154.1.3
 # '1471': '3154.2'
 # '1472': '3154.3'
 # '1473': '3155.1'
 # '1474': '3211.1'
 # '1475': '3211.2'
 # '1476': '3212.2'
 # '1477': '3213.1'
 # '1478': '3213.2'
 # '1479': '3214.1'
 # '1480': '3214.2'
 # '1481': '3214.3'
 # '1482': 3214.3.1
 # '1483': '3222.1'
 # '1484': '3230.1'
 # '1485': '3240.1'
 # '1486': '3240.2'
 # '1487': 3240.2.1
 # '1488': 3240.2.2
 # '1489': 3240.2.3
 # '1490': 3240.2.4
 # '1491': '3251.1'
 # '1492': '3251.2'
 # '1493': '3252.1'
 # '1494': 3252.1.1
 # '1495': '3252.2'
 # '1496': '3252.3'
 # '1497': '3252.4'
 # '1498': '3253.1'
 # '1499': 3253.1.1
 # '1500': '3254.1'
 # '1501': 3254.1.1
 # '1502': '3255.1'
 # '1503': '3255.2'
 # '1504': '3255.3'
 # '1505': '3255.4'
 # '1506': '3256.1'
 # '1507': '3257.1'
 # '1508': '3257.2'
 # '1509': '3257.3'
 # '1510': '3257.4'
 # '1511': 3257.4.1
 # '1512': 3257.4.2
 # '1513': '3257.5'
 # '1514': 3257.5.1
 # '1515': '3257.6'
 # '1516': '3257.7'
 # '1517': '3258.1'
 # '1518': '3258.2'
 # '1519': '3259.1'
 # '1520': '3259.2'
 # '1521': '3259.3'
 # '1522': '3259.4'
 # '1523': '3259.5'
 # '1524': '3259.7'
 # '1525': '3259.8'
 # '1526': '3311.1'
 # '1527': '3311.2'
 # '1528': 3311.2.1
 # '1529': 3311.2.2
 # '1530': 3311.2.3
 # '1531': 3311.2.4
 # '1532': 3311.2.4.1
 # '1533': 3311.2.5
 # '1534': '3311.3'
 # '1535': 3311.3.1
 # '1536': 3311.3.2
 # '1537': 3311.3.3
 # '1538': 3311.3.4
 # '1539': 3311.3.5
 # '1540': '3312.1'
 # '1541': '3312.2'
 # '1542': 3312.2.1
 # '1543': '3312.3'
 # '1544': '3312.4'
 # '1545': '3312.5'
 # '1546': '3312.6'
 # '1547': '3312.7'
 # '1548': '3313.1'
 # '1549': '3313.2'
 # '1550': '3313.3'
 # '1551': '3314.1'
 # '1552': '3314.2'
 # '1553': '3315.1'
 # '1554': '3315.2'
 # '1555': '3315.3'
 # '1556': '3315.4'
 # '1557': '3315.5'
 # '1558': '3315.6'
 # '1559': '3315.7'
 # '1560': '3315.8'
 # '1561': '3321.1'
 # '1562': '3321.2'
 # '1563': '3321.3'
 # '1564': 3321.3.1
 # '1565': '3322.1'
 # '1566': 3322.1.1
 # '1567': 3322.1.2
 # '1568': '3323.1'
 # '1569': '3323.2'
 # '1570': 3323.2.1
 # '1571': 3323.2.2
 # '1572': 3323.2.3
 # '1573': 3323.2.4
 # '1574': '3323.3'
 # '1575': '3323.4'
 # '1576': '3323.5'
 # '1577': '3324.1'
 # '1578': 3324.1.1
 # '1579': 3324.1.2
 # '1580': '3324.2'
 # '1581': '3324.3'
 # '1582': '3324.4'
 # '1583': 3324.4.1
 # '1584': 3324.4.10
 # '1585': 3324.4.11
 # '1586': 3324.4.12
 # '1587': 3324.4.13
 # '1588': 3324.4.14
 # '1589': 3324.4.15
 # '1590': 3324.4.16
 # '1591': 3324.4.17
 # '1592': 3324.4.18
 # '1593': 3324.4.19
 # '1594': 3324.4.2
 # '1595': 3324.4.20
 # '1596': 3324.4.21
 # '1597': 3324.4.22
 # '1598': 3324.4.23
 # '1599': 3324.4.24
 # '1600': 3324.4.25
 # '1601': 3324.4.26
 # '1602': 3324.4.27
 # '1603': 3324.4.28
 # '1604': 3324.4.29
 # '1605': 3324.4.3
 # '1606': 3324.4.30
 # '1607': 3324.4.31
 # '1608': 3324.4.32
 # '1609': 3324.4.33
 # '1610': 3324.4.34
 # '1611': 3324.4.35
 # '1612': 3324.4.4
 # '1613': 3324.4.5
 # '1614': 3324.4.6
 # '1615': 3324.4.7
 # '1616': 3324.4.8
 # '1617': 3324.4.9
 # '1618': '3331.1'
 # '1619': '3331.2'
 # '1620': 3331.2.1
 # '1621': 3331.2.1.1
 # '1622': 3331.2.1.10
 # '1623': 3331.2.1.11
 # '1624': 3331.2.1.12
 # '1625': 3331.2.1.13
 # '1626': 3331.2.1.14
 # '1627': 3331.2.1.15
 # '1628': 3331.2.1.16
 # '1629': 3331.2.1.17
 # '1630': 3331.2.1.18
 # '1631': 3331.2.1.19
 # '1632': 3331.2.1.2
 # '1633': 3331.2.1.20
 # '1634': 3331.2.1.21
 # '1635': 3331.2.1.22
 # '1636': 3331.2.1.23
 # '1637': 3331.2.1.24
 # '1638': 3331.2.1.25
 # '1639': 3331.2.1.26
 # '1640': 3331.2.1.27
 # '1641': 3331.2.1.28
 # '1642': 3331.2.1.29
 # '1643': 3331.2.1.3
 # '1644': 3331.2.1.30
 # '1645': 3331.2.1.31
 # '1646': 3331.2.1.32
 # '1647': 3331.2.1.33
 # '1648': 3331.2.1.34
 # '1649': 3331.2.1.35
 # '1650': 3331.2.1.4
 # '1651': 3331.2.1.5
 # '1652': 3331.2.1.6
 # '1653': 3331.2.1.7
 # '1654': 3331.2.1.8
 # '1655': 3331.2.1.9
 # '1656': 3331.2.2
 # '1657': '3331.3'
 # '1658': '3332.1'
 # '1659': '3332.2'
 # '1660': 3332.2.1
 # '1661': 3332.2.2
 # '1662': '3332.3'
 # '1663': '3333.1'
 # '1664': '3334.1'
 # '1665': '3334.2'
 # '1666': 3334.2.1
 # '1667': '3334.3'
 # '1668': 3334.3.1
 # '1669': 3334.3.2
 # '1670': '3334.4'
 # '1671': '3334.5'
 # '1672': '3339.1'
 # '1673': '3339.2'
 # '1674': '3339.3'
 # '1675': '3339.4'
 # '1676': '3339.5'
 # '1677': '3339.6'
 # '1678': '3339.7'
 # '1679': '3339.8'
 # '1680': '3341.1'
 # '1681': '3341.2'
 # '1682': '3341.3'
 # '1683': '3341.4'
 # '1684': '3341.5'
 # '1685': '3341.6'
 # '1686': '3341.7'
 # '1687': '3342.1'
 # '1688': '3342.2'
 # '1689': '3343.1'
 # '1690': 3343.1.1
 # '1691': 3343.1.2
 # '1692': 3343.1.3
 # '1693': 3343.1.4
 # '1694': 3343.1.5
 # '1695': 3343.1.6
 # '1696': 3343.1.7
 # '1697': '3343.2'
 # '1698': '3343.3'
 # '1699': '3343.4'
 # '1700': '3343.5'
 # '1701': '3344.1'
 # '1702': '3344.2'
 # '1703': '3344.3'
 # '1704': '3351.1'
 # '1705': '3351.2'
 # '1706': '3351.3'
 # '1707': '3352.1'
 # '1708': '3352.2'
 # '1709': '3353.1'
 # '1710': '3353.2'
 # '1711': 3353.2.1
 # '1712': '3354.1'
 # '1713': '3354.2'
 # '1714': '3354.3'
 # '1715': '3355.1'
 # '1716': '3355.2'
 # '1717': '3355.3'
 # '1718': '3359.1'
 # '1719': '3359.2'
 # '1720': '3359.3'
 # '1721': '3359.4'
 # '1722': '3359.5'
 # '1723': 3359.5.1
 # '1724': '3359.6'
 # '1725': '3359.8'
 # '1726': '3411.1'
 # '1727': '3411.2'
 # '1728': '3411.3'
 # '1729': '3411.4'
 # '1730': '3411.5'
 # '1731': '3411.6'
 # '1732': '3411.7'
 # '1733': '3411.8'
 # '1734': 3411.8.1
 # '1735': '3411.9'
 # '1736': '3412.1'
 # '1737': '3412.2'
 # '1738': '3412.3'
 # '1739': '3412.4'
 # '1740': 3412.4.1
 # '1741': 3412.4.10
 # '1742': 3412.4.11
 # '1743': 3412.4.12
 # '1744': 3412.4.13
 # '1745': 3412.4.2
 # '1746': 3412.4.3
 # '1747': 3412.4.4
 # '1748': 3412.4.5
 # '1749': 3412.4.6
 # '1750': 3412.4.7
 # '1751': 3412.4.8
 # '1752': 3412.4.9
 # '1753': '3412.5'
 # '1754': '3412.6'
 # '1755': '3413.1'
 # '1756': '3413.2'
 # '1757': '3421.1'
 # '1758': '3422.1'
 # '1759': '3422.2'
 # '1760': '3422.3'
 # '1761': 3422.3.1
 # '1762': '3422.4'
 # '1763': 3422.4.1
 # '1764': 3422.4.2
 # '1765': 3422.4.3
 # '1766': 3422.4.4
 # '1767': 3422.4.5
 # '1768': 3422.4.6
 # '1769': 3422.4.7
 # '1770': '3422.5'
 # '1771': '3423.1'
 # '1772': 3423.1.1
 # '1773': 3423.1.2
 # '1774': 3423.1.2.1
 # '1775': 3423.1.2.2
 # '1776': 3423.1.2.2.1
 # '1777': 3423.1.2.3
 # '1778': '3423.2'
 # '1779': 3423.2.1
 # '1780': 3423.2.2
 # '1781': 3423.2.3
 # '1782': 3423.2.4
 # '1783': '3423.3'
 # '1784': '3423.4'
 # '1785': '3431.1'
 # '1786': '3431.2'
 # '1787': '3432.1'
 # '1788': 3432.1.1
 # '1789': '3432.2'
 # '1790': '3432.3'
 # '1791': '3432.4'
 # '1792': 3432.4.1
 # '1793': '3432.5'
 # '1794': '3432.6'
 # '1795': '3433.1'
 # '1796': '3433.2'
 # '1797': '3433.3'
 # '1798': '3434.1'
 # '1799': 3434.1.1
 # '1800': 3434.1.2
 # '1801': 3434.1.2.1
 # '1802': 3434.1.3
 # '1803': '3435.1'
 # '1804': '3435.10'
 # '1805': '3435.11'
 # '1806': '3435.12'
 # '1807': '3435.13'
 # '1808': '3435.14'
 # '1809': '3435.15'
 # '1810': 3435.15.1
 # '1811': '3435.16'
 # '1812': '3435.17'
 # '1813': '3435.18'
 # '1814': '3435.19'
 # '1815': '3435.2'
 # '1816': '3435.20'
 # '1817': '3435.21'
 # '1818': '3435.22'
 # '1819': '3435.23'
 # '1820': '3435.24'
 # '1821': '3435.25'
 # '1822': 3435.25.1
 # '1823': 3435.25.2
 # '1824': 3435.25.3
 # '1825': 3435.25.4
 # '1826': 3435.25.5
 # '1827': '3435.3'
 # '1828': '3435.4'
 # '1829': '3435.5'
 # '1830': '3435.6'
 # '1831': '3435.7'
 # '1832': 3435.7.1
 # '1833': '3435.8'
 # '1834': '3435.9'
 # '1835': '3511.1'
 # '1836': '3512.1'
 # '1837': '3512.2'
 # '1838': '3512.3'
 # '1839': '3512.4'
 # '1840': '3513.1'
 # '1841': '3513.2'
 # '1842': '3514.1'
 # '1843': '3521.1'
 # '1844': 3521.1.1
 # '1845': 3521.1.10
 # '1846': 3521.1.11
 # '1847': 3521.1.2
 # '1848': 3521.1.3
 # '1849': 3521.1.4
 # '1850': 3521.1.5
 # '1851': 3521.1.6
 # '1852': 3521.1.7
 # '1853': 3521.1.8
 # '1854': 3521.1.9
 # '1855': '3521.2'
 # '1856': '3522.1'
 # '1857': '4110.1'
 # '1858': 4110.1.1
 # '1859': '4120.1'
 # '1860': '4131.1'
 # '1861': '4132.1'
 # '1862': '4211.1'
 # '1863': '4211.2'
 # '1864': '4212.1'
 # '1865': '4212.2'
 # '1866': '4212.3'
 # '1867': '4212.4'
 # '1868': 4212.4.1
 # '1869': '4212.5'
 # '1870': '4212.6'
 # '1871': '4212.7'
 # '1872': '4212.8'
 # '1873': '4213.1'
 # '1874': '4214.1'
 # '1875': '4214.2'
 # '1876': '4221.1'
 # '1877': '4221.2'
 # '1878': '4221.3'
 # '1879': 4221.3.1
 # '1880': '4221.4'
 # '1881': '4221.5'
 # '1882': '4221.6'
 # '1883': '4221.7'
 # '1884': '4221.8'
 # '1885': '4222.1'
 # '1886': 4222.1.1
 # '1887': '4223.1'
 # '1888': 4223.1.1
 # '1889': '4224.1'
 # '1890': 4224.1.1
 # '1891': '4224.2'
 # '1892': '4225.1'
 # '1893': '4226.1'
 # '1894': 4226.1.1
 # '1895': 4226.1.2
 # '1896': '4227.1'
 # '1897': '4227.2'
 # '1898': '4229.1'
 # '1899': '4229.2'
 # '1900': '4311.1'
 # '1901': '4311.2'
 # '1902': '4312.1'
 # '1903': '4312.2'
 # '1904': 4312.2.1
 # '1905': '4312.3'
 # '1906': '4312.4'
 # '1907': '4312.5'
 # '1908': '4312.6'
 # '1909': '4312.7'
 # '1910': '4313.1'
 # '1911': '4321.1'
 # '1912': 4321.1.1
 # '1913': 4321.1.2
 # '1914': 4321.1.3
 # '1915': 4321.1.4
 # '1916': 4321.1.5
 # '1917': '4322.1'
 # '1918': '4323.1'
 # '1919': '4323.10'
 # '1920': '4323.11'
 # '1921': '4323.12'
 # '1922': '4323.13'
 # '1923': '4323.14'
 # '1924': '4323.15'
 # '1925': '4323.16'
 # '1926': '4323.17'
 # '1927': '4323.18'
 # '1928': '4323.19'
 # '1929': '4323.2'
 # '1930': '4323.20'
 # '1931': '4323.3'
 # '1932': '4323.4'
 # '1933': '4323.5'
 # '1934': '4323.6'
 # '1935': '4323.7'
 # '1936': '4323.8'
 # '1937': '4323.9'
 # '1938': '4411.1'
 # '1939': '4412.1'
 # '1940': '4412.2'
 # '1941': '4413.1'
 # '1942': '4415.1'
 # '1943': '4416.1'
 # '1944': '4419.1'
 # '1945': '4419.2'
 # '1946': '5111.1'
 # '1947': '5111.2'
 # '1948': 5111.2.1
 # '1949': 5111.2.2
 # '1950': 5111.2.3
 # '1951': '5112.1'
 # '1952': '5112.2'
 # '1953': '5112.3'
 # '1954': 5112.3.1
 # '1955': '5113.1'
 # '1956': 5113.1.1
 # '1957': 5113.1.2
 # '1958': 5113.1.3
 # '1959': '5120.1'
 # '1960': 5120.1.1
 # '1961': 5120.1.2
 # '1962': 5120.1.3
 # '1963': 5120.1.4
 # '1964': '5131.1'
 # '1965': '5131.2'
 # '1966': 5131.2.1
 # '1967': 5131.2.2
 # '1968': 5131.2.2.1
 # '1969': 5131.2.2.2
 # '1970': 5131.2.2.3
 # '1971': '5132.1'
 # '1972': 5132.1.1
 # '1973': 5132.1.2
 # '1974': '5141.1'
 # '1975': 5141.1.1
 # '1976': 5141.1.2
 # '1977': 5141.1.3
 # '1978': 5141.1.4
 # '1979': '5142.1'
 # '1980': '5142.10'
 # '1981': '5142.11'
 # '1982': '5142.12'
 # '1983': '5142.2'
 # '1984': '5142.3'
 # '1985': '5142.4'
 # '1986': '5142.5'
 # '1987': '5142.6'
 # '1988': '5142.7'
 # '1989': '5142.8'
 # '1990': '5142.9'
 # '1991': '5151.1'
 # '1992': '5151.2'
 # '1993': '5152.1'
 # '1994': '5152.2'
 # '1995': 5152.2.1
 # '1996': '5153.1'
 # '1997': 5153.1.1
 # '1998': 5153.1.2
 # '1999': 5153.1.3
 # '2000': '5161.1'
 # '2001': '5161.2'
 # '2002': '5161.3'
 # '2003': '5161.4'
 # '2004': '5162.1'
 # '2005': '5163.1'
 # '2006': '5163.2'
 # '2007': '5163.3'
 # '2008': '5163.4'
 # '2009': '5164.1'
 # '2010': 5164.1.1
 # '2011': 5164.1.2
 # '2012': 5164.1.3
 # '2013': '5164.10'
 # '2014': '5164.2'
 # '2015': 5164.2.1
 # '2016': 5164.2.1.1
 # '2017': 5164.2.1.1.1
 # '2018': 5164.2.1.2
 # '2019': '5164.3'
 # '2020': '5164.5'
 # '2021': '5164.6'
 # '2022': '5164.8'
 # '2023': '5164.9'
 # '2024': '5165.1'
 # '2025': 5165.1.1
 # '2026': 5165.1.2
 # '2027': 5165.1.3
 # '2028': 5165.1.4
 # '2029': '5165.2'
 # '2030': '5169.1'
 # '2031': '5169.2'
 # '2032': '5169.3'
 # '2033': '5211.1'
 # '2034': '5212.1'
 # '2035': '5221.1'
 # '2036': '5222.1'
 # '2037': 5222.1.1
 # '2038': '5223.1'
 # '2039': '5223.2'
 # '2040': '5223.3'
 # '2041': '5223.4'
 # '2042': '5223.5'
 # '2043': '5223.6'
 # '2044': '5223.7'
 # '2045': 5223.7.1
 # '2046': 5223.7.10
 # '2047': 5223.7.11
 # '2048': 5223.7.12
 # '2049': 5223.7.13
 # '2050': 5223.7.14
 # '2051': 5223.7.15
 # '2052': 5223.7.16
 # '2053': 5223.7.17
 # '2054': 5223.7.18
 # '2055': 5223.7.19
 # '2056': 5223.7.2
 # '2057': 5223.7.20
 # '2058': 5223.7.21
 # '2059': 5223.7.22
 # '2060': 5223.7.23
 # '2061': 5223.7.24
 # '2062': 5223.7.25
 # '2063': 5223.7.26
 # '2064': 5223.7.27
 # '2065': 5223.7.28
 # '2066': 5223.7.29
 # '2067': 5223.7.3
 # '2068': 5223.7.30
 # '2069': 5223.7.31
 # '2070': 5223.7.32
 # '2071': 5223.7.33
 # '2072': 5223.7.34
 # '2073': 5223.7.35
 # '2074': 5223.7.36
 # '2075': 5223.7.37
 # '2076': 5223.7.4
 # '2077': 5223.7.5
 # '2078': 5223.7.6
 # '2079': 5223.7.7
 # '2080': 5223.7.8
 # '2081': 5223.7.9
 # '2082': '5230.1'
 # '2083': '5230.2'
 # '2084': '5230.3'
 # '2085': '5241.1'
 # '2086': '5241.2'
 # '2087': '5242.1'
 # '2088': '5243.1'
 # '2089': '5244.1'
 # '2090': '5245.1'
 # '2091': '5246.1'
 # '2092': '5246.2'
 # '2093': '5249.1'
 # '2094': '5249.2'
 # '2095': 5249.2.1
 # '2096': 5249.2.1.1
 # '2097': 5249.2.1.2
 # '2098': 5249.2.1.3
 # '2099': 5249.2.1.4
 # '2100': 5249.2.1.5
 # '2101': 5249.2.1.6
 # '2102': 5249.2.1.7
 # '2103': 5249.2.2
 # '2104': 5249.2.2.1
 # '2105': 5249.2.2.2
 # '2106': '5249.3'
 # '2107': '5311.1'
 # '2108': 5311.1.1
 # '2109': 5311.1.2
 # '2110': 5311.1.3
 # '2111': 5311.1.4
 # '2112': '5311.2'
 # '2113': '5312.1'
 # '2114': '5312.2'
 # '2115': '5312.3'
 # '2116': '5312.4'
 # '2117': '5321.1'
 # '2118': 5321.1.1
 # '2119': '5322.1'
 # '2120': '5329.1'
 # '2121': '5329.2'
 # '2122': '5329.3'
 # '2123': '5411.1'
 # '2124': 5411.1.1
 # '2125': 5411.1.2
 # '2126': 5411.1.3
 # '2127': 5411.1.4
 # '2128': '5412.1'
 # '2129': '5413.1'
 # '2130': '5413.2'
 # '2131': '5414.1'
 # '2132': 5414.1.1
 # '2133': 5414.1.2
 # '2134': 5414.1.3
 # '2135': 5414.1.4
 # '2136': 5414.1.5
 # '2137': 5414.1.6
 # '2138': 5414.1.7
 # '2139': 5414.1.8
 # '2140': 5414.1.9
 # '2141': '5419.1'
 # '2142': '5419.10'
 # '2143': '5419.2'
 # '2144': '5419.3'
 # '2145': '5419.4'
 # '2146': '5419.5'
 # '2147': '5419.6'
 # '2148': '5419.7'
 # '2149': '5419.8'
 # '2150': '5419.9'
 # '2151': '6111.1'
 # '2152': '6112.1'
 # '2153': '6112.2'
 # '2154': 6112.2.1
 # '2155': '6112.3'
 # '2156': '6112.4'
 # '2157': '6112.5'
 # '2158': '6112.6'
 # '2159': '6113.1'
 # '2160': '6113.2'
 # '2161': '6113.3'
 # '2162': '6113.4'
 # '2163': '6113.5'
 # '2164': '6113.6'
 # '2165': '6114.1'
 # '2166': '6121.1'
 # '2167': '6121.2'
 # '2168': '6121.3'
 # '2169': '6121.4'
 # '2170': '6121.5'
 # '2171': '6121.6'
 # '2172': '6122.1'
 # '2173': '6122.2'
 # '2174': '6123.1'
 # '2175': '6129.1'
 # '2176': '6130.1'
 # '2177': '6130.2'
 # '2178': '6210.1'
 # '2179': '6221.1'
 # '2180': '6221.10'
 # '2181': '6221.11'
 # '2182': '6221.2'
 # '2183': '6221.3'
 # '2184': '6221.4'
 # '2185': '6221.5'
 # '2186': '6221.6'
 # '2187': '6221.7'
 # '2188': '6221.8'
 # '2189': '6221.9'
 # '2190': '6222.1'
 # '2191': '6223.1'
 # '2192': '6223.2'
 # '2193': 6223.2.1
 # '2194': '6224.1'
 # '2195': '7111.1'
 # '2196': '7112.1'
 # '2197': '7113.1'
 # '2198': 7113.1.1
 # '2199': '7114.1'
 # '2200': '7114.2'
 # '2201': '7115.1'
 # '2202': '7115.2'
 # '2203': '7115.3'
 # '2204': '7115.4'
 # '2205': '7115.5'
 # '2206': '7115.6'
 # '2207': '7115.7'
 # '2208': '7119.1'
 # '2209': '7119.2'
 # '2210': '7119.3'
 # '2211': '7119.4'
 # '2212': '7121.1'
 # '2213': '7122.1'
 # '2214': '7122.2'
 # '2215': '7122.3'
 # '2216': '7122.4'
 # '2217': '7123.1'
 # '2218': '7123.2'
 # '2219': '7124.1'
 # '2220': '7125.1'
 # '2221': '7125.2'
 # '2222': '7126.1'
 # '2223': '7126.10'
 # '2224': '7126.11'
 # '2225': '7126.12'
 # '2226': '7126.13'
 # '2227': '7126.14'
 # '2228': '7126.2'
 # '2229': '7126.3'
 # '2230': '7126.4'
 # '2231': '7126.5'
 # '2232': '7126.6'
 # '2233': '7126.7'
 # '2234': '7126.8'
 # '2235': '7126.9'
 # '2236': '7127.1'
 # '2237': '7131.1'
 # '2238': '7131.2'
 # '2239': '7131.3'
 # '2240': '7132.1'
 # '2241': '7132.2'
 # '2242': '7132.3'
 # '2243': '7133.1'
 # '2244': '7133.2'
 # '2245': '7133.3'
 # '2246': '7133.4'
 # '2247': '7133.5'
 # '2248': '7211.1'
 # '2249': 7211.1.1
 # '2250': 7211.1.2
 # '2251': 7211.1.3
 # '2252': '7212.1'
 # '2253': '7212.2'
 # '2254': '7212.3'
 # '2255': 7212.3.1
 # '2256': 7212.3.2
 # '2257': 7212.3.3
 # '2258': 7212.3.4
 # '2259': '7212.4'
 # '2260': '7213.1'
 # '2261': '7213.2'
 # '2262': '7213.3'
 # '2263': '7213.4'
 # '2264': '7214.1'
 # '2265': '7214.2'
 # '2266': '7214.3'
 # '2267': 7214.3.1
 # '2268': '7215.1'
 # '2269': 7215.1.1
 # '2270': '7215.2'
 # '2271': 7215.2.1
 # '2272': 7215.2.2
 # '2273': 7215.2.3
 # '2274': '7215.3'
 # '2275': '7215.4'
 # '2276': '7221.1'
 # '2277': 7221.1.1
 # '2278': '7221.2'
 # '2279': '7221.3'
 # '2280': '7221.4'
 # '2281': '7222.1'
 # '2282': '7222.2'
 # '2283': '7222.3'
 # '2284': '7222.4'
 # '2285': '7222.5'
 # '2286': '7223.1'
 # '2287': '7223.10'
 # '2288': '7223.11'
 # '2289': '7223.12'
 # '2290': '7223.13'
 # '2291': '7223.14'
 # '2292': '7223.15'
 # '2293': '7223.16'
 # '2294': '7223.17'
 # '2295': '7223.18'
 # '2296': '7223.19'
 # '2297': '7223.2'
 # '2298': '7223.20'
 # '2299': '7223.21'
 # '2300': '7223.22'
 # '2301': '7223.23'
 # '2302': '7223.24'
 # '2303': '7223.25'
 # '2304': '7223.3'
 # '2305': '7223.4'
 # '2306': 7223.4.1
 # '2307': 7223.4.2
 # '2308': 7223.4.3
 # '2309': 7223.4.4
 # '2310': 7223.4.4.1
 # '2311': 7223.4.5
 # '2312': 7223.4.6
 # '2313': 7223.4.7
 # '2314': 7223.4.8
 # '2315': '7223.5'
 # '2316': '7223.6'
 # '2317': '7223.7'
 # '2318': '7223.8'
 # '2319': '7223.9'
 # '2320': '7224.1'
 # '2321': '7224.2'
 # '2322': '7231.1'
 # '2323': '7231.10'
 # '2324': '7231.2'
 # '2325': '7231.3'
 # '2326': '7231.4'
 # '2327': '7231.5'
 # '2328': '7231.6'
 # '2329': '7231.7'
 # '2330': '7231.8'
 # '2331': '7231.9'
 # '2332': '7232.1'
 # '2333': '7232.2'
 # '2334': '7232.3'
 # '2335': '7232.4'
 # '2336': '7232.5'
 # '2337': '7233.1'
 # '2338': '7233.10'
 # '2339': '7233.11'
 # '2340': '7233.12'
 # '2341': '7233.13'
 # '2342': '7233.14'
 # '2343': '7233.15'
 # '2344': '7233.2'
 # '2345': '7233.3'
 # '2346': '7233.4'
 # '2347': '7233.5'
 # '2348': '7233.6'
 # '2349': '7233.7'
 # '2350': '7233.8'
 # '2351': 7233.8.1
 # '2352': 7233.8.2
 # '2353': '7233.9'
 # '2354': '7234.1'
 # '2355': '7311.1'
 # '2356': '7311.2'
 # '2357': '7311.3'
 # '2358': '7311.4'
 # '2359': '7311.5'
 # '2360': '7311.6'
 # '2361': '7312.1'
 # '2362': '7312.2'
 # '2363': '7312.3'
 # '2364': 7312.3.1
 # '2365': 7312.3.2
 # '2366': 7312.3.3
 # '2367': '7312.4'
 # '2368': '7312.5'
 # '2369': '7312.6'
 # '2370': 7312.6.1
 # '2371': 7312.6.2
 # '2372': 7312.6.3
 # '2373': '7312.7'
 # '2374': '7313.1'
 # '2375': 7313.1.1
 # '2376': 7313.1.2
 # '2377': 7313.1.3
 # '2378': 7313.1.4
 # '2379': 7313.1.5
 # '2380': 7313.1.6
 # '2381': 7313.1.7
 # '2382': 7313.1.8
 # '2383': '7313.2'
 # '2384': '7314.1'
 # '2385': '7314.2'
 # '2386': '7314.3'
 # '2387': '7315.1'
 # '2388': '7315.2'
 # '2389': '7316.1'
 # '2390': 7316.1.1
 # '2391': 7316.1.2
 # '2392': 7316.1.3
 # '2393': 7316.1.4
 # '2394': '7316.2'
 # '2395': '7316.3'
 # '2396': '7316.4'
 # '2397': '7317.1'
 # '2398': '7317.2'
 # '2399': '7317.3'
 # '2400': '7317.4'
 # '2401': '7317.5'
 # '2402': '7317.6'
 # '2403': '7318.1'
 # '2404': '7318.2'
 # '2405': '7318.3'
 # '2406': '7318.4'
 # '2407': '7318.5'
 # '2408': '7318.6'
 # '2409': '7319.1'
 # '2410': '7319.2'
 # '2411': '7321.1'
 # '2412': 7321.1.1
 # '2413': 7321.1.2
 # '2414': 7321.1.3
 # '2415': 7321.1.4
 # '2416': 7321.1.5
 # '2417': 7321.1.6
 # '2418': '7322.1'
 # '2419': '7322.10'
 # '2420': '7322.2'
 # '2421': '7322.3'
 # '2422': '7322.4'
 # '2423': '7322.5'
 # '2424': '7322.6'
 # '2425': '7322.7'
 # '2426': '7322.8'
 # '2427': '7322.9'
 # '2428': '7323.1'
 # '2429': '7323.2'
 # '2430': '7323.3'
 # '2431': '7323.4'
 # '2432': '7411.1'
 # '2433': 7411.1.1
 # '2434': 7411.1.1.1
 # '2435': 7411.1.1.2
 # '2436': 7411.1.2
 # '2437': 7411.1.3
 # '2438': 7411.1.4
 # '2439': '7412.1'
 # '2440': '7412.10'
 # '2441': '7412.11'
 # '2442': '7412.12'
 # '2443': '7412.2'
 # '2444': '7412.3'
 # '2445': '7412.4'
 # '2446': '7412.5'
 # '2447': '7412.6'
 # '2448': '7412.7'
 # '2449': '7412.8'
 # '2450': '7412.9'
 # '2451': '7413.1'
 # '2452': 7413.1.1
 # '2453': 7413.1.2
 # '2454': 7413.1.3
 # '2455': '7421.1'
 # '2456': '7421.2'
 # '2457': '7421.3'
 # '2458': '7421.4'
 # '2459': '7421.5'
 # '2460': '7421.6'
 # '2461': '7421.7'
 # '2462': '7421.8'
 # '2463': '7422.1'
 # '2464': '7422.2'
 # '2465': '7422.3'
 # '2466': 7422.3.1
 # '2467': '7422.4'
 # '2468': '7422.5'
 # '2469': '7422.6'
 # '2470': '7422.7'
 # '2471': '7511.1'
 # '2472': 7511.1.1
 # '2473': 7511.1.2
 # '2474': '7511.2'
 # '2475': '7511.3'
 # '2476': '7511.4'
 # '2477': '7511.5'
 # '2478': '7511.6'
 # '2479': 7511.6.1
 # '2480': 7511.6.2
 # '2481': '7512.1'
 # '2482': '7512.2'
 # '2483': '7512.3'
 # '2484': '7512.4'
 # '2485': '7512.5'
 # '2486': '7513.1'
 # '2487': '7513.2'
 # '2488': '7514.1'
 # '2489': '7514.2'
 # '2490': '7514.3'
 # '2491': '7515.1'
 # '2492': '7515.2'
 # '2493': '7515.3'
 # '2494': '7515.4'
 # '2495': '7515.5'
 # '2496': '7516.1'
 # '2497': '7516.2'
 # '2498': '7516.3'
 # '2499': '7521.1'
 # '2500': '7521.2'
 # '2501': '7522.1'
 # '2502': '7522.2'
 # '2503': '7522.3'
 # '2504': '7522.5'
 # '2505': '7522.6'
 # '2506': '7522.7'
 # '2507': '7523.1'
 # '2508': '7523.2'
 # '2509': '7523.3'
 # '2510': '7523.4'
 # '2511': '7523.5'
 # '2512': '7523.6'
 # '2513': '7531.1'
 # '2514': '7531.2'
 # '2515': '7531.3'
 # '2516': '7531.4'
 # '2517': '7531.5'
 # '2518': '7531.6'
 # '2519': '7532.1'
 # '2520': '7532.2'
 # '2521': '7532.3'
 # '2522': '7532.4'
 # '2523': '7532.5'
 # '2524': '7532.6'
 # '2525': '7532.7'
 # '2526': '7533.1'
 # '2527': '7533.2'
 # '2528': '7533.3'
 # '2529': '7533.4'
 # '2530': '7533.5'
 # '2531': '7534.1'
 # '2532': '7534.2'
 # '2533': '7534.3'
 # '2534': 7534.3.1
 # '2535': 7534.3.2
 # '2536': 7534.3.3
 # '2537': 7534.3.4
 # '2538': '7535.1'
 # '2539': '7535.2'
 # '2540': '7536.1'
 # '2541': 7536.1.1
 # '2542': 7536.1.2
 # '2543': 7536.1.3
 # '2544': '7536.2'
 # '2545': 7536.2.1
 # '2546': 7536.2.2
 # '2547': 7536.2.3
 # '2548': 7536.2.4
 # '2549': 7536.2.5
 # '2550': 7536.2.6
 # '2551': 7536.2.7
 # '2552': 7536.2.8
 # '2553': '7541.1'
 # '2554': '7541.2'
 # '2555': '7541.3'
 # '2556': '7542.1'
 # '2557': '7543.1'
 # '2558': '7543.10'
 # '2559': 7543.10.1
 # '2560': 7543.10.2
 # '2561': 7543.10.3
 # '2562': 7543.10.4
 # '2563': '7543.11'
 # '2564': '7543.2'
 # '2565': '7543.3'
 # '2566': '7543.4'
 # '2567': '7543.5'
 # '2568': '7543.6'
 # '2569': '7543.7'
 # '2570': 7543.7.1
 # '2571': 7543.7.2
 # '2572': 7543.7.3
 # '2573': 7543.7.4
 # '2574': 7543.7.5
 # '2575': 7543.7.6
 # '2576': 7543.7.7
 # '2577': '7543.8'
 # '2578': 7543.8.1
 # '2579': 7543.8.2
 # '2580': 7543.8.3
 # '2581': '7543.9'
 # '2582': 7543.9.1
 # '2583': 7543.9.2
 # '2584': 7543.9.3
 # '2585': '7544.1'
 # '2586': 7544.1.1
 # '2587': '8111.1'
 # '2588': '8111.2'
 # '2589': '8111.3'
 # '2590': '8111.4'
 # '2591': '8111.5'
 # '2592': '8112.1'
 # '2593': '8112.2'
 # '2594': '8112.3'
 # '2595': '8112.4'
 # '2596': '8113.1'
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 # '2598': '8113.3'
 # '2599': '8113.4'
 # '2600': '8113.5'
 # '2601': '8113.6'
 # '2602': '8113.7'
 # '2603': '8113.8'
 # '2604': '8113.9'
 # '2605': '8114.1'
 # '2606': '8114.2'
 # '2607': '8114.3'
 # '2608': '8114.4'
 # '2609': '8114.5'
 # '2610': '8114.6'
 # '2611': '8114.7'
 # '2612': '8114.8'
 # '2613': '8121.1'
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 # '2617': '8121.5'
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 # '2620': '8122.1'
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 # '2623': '8122.12'
 # '2624': '8122.2'
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 # '2628': '8122.6'
 # '2629': '8122.7'
 # '2630': '8122.8'
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 # '2632': '8131.1'
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 # '2637': '8131.14'
 # '2638': '8131.15'
 # '2639': '8131.16'
 # '2640': '8131.17'
 # '2641': '8131.18'
 # '2642': '8131.19'
 # '2643': 8131.19.1
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 # '2645': '8131.2'
 # '2646': 8131.2.1
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 # '2651': 8131.2.6
 # '2652': '8131.20'
 # '2653': '8131.21'
 # '2654': '8131.3'
 # '2655': '8131.4'
 # '2656': '8131.5'
 # '2657': '8131.6'
 # '2658': '8131.7'
 # '2659': '8131.8'
 # '2660': '8131.9'
 # '2661': '8132.1'
 # '2662': '8132.2'
 # '2663': '8141.1'
 # '2664': 8141.1.1
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 # '2666': 8141.1.3
 # '2667': 8141.1.4
 # '2668': 8141.1.5
 # '2669': 8141.1.6
 # '2670': 8141.1.7
 # '2671': 8141.1.8
 # '2672': 8141.1.9
 # '2673': 8141.1.9.1
 # '2674': 8141.1.9.2
 # '2675': '8142.1'
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 # '2678': '8142.12'
 # '2679': '8142.13'
 # '2680': '8142.14'
 # '2681': '8142.2'
 # '2682': '8142.3'
 # '2683': '8142.4'
 # '2684': '8142.5'
 # '2685': '8142.6'
 # '2686': '8142.7'
 # '2687': 8142.7.1
 # '2688': '8142.8'
 # '2689': '8142.9'
 # '2690': '8143.1'
 # '2691': '8143.2'
 # '2692': '8143.3'
 # '2693': '8143.4'
 # '2694': '8143.5'
 # '2695': '8143.6'
 # '2696': '8143.7'
 # '2697': '8143.8'
 # '2698': '8151.1'
 # '2699': '8151.2'
 # '2700': 8151.2.1
 # '2701': 8151.2.2
 # '2702': 8151.2.3
 # '2703': '8151.3'
 # '2704': '8151.4'
 # '2705': '8152.1'
 # '2706': 8152.1.1
 # '2707': 8152.1.2
 # '2708': '8152.2'
 # '2709': '8152.3'
 # '2710': 8152.3.1
 # '2711': 8152.3.2
 # '2712': 8152.3.3
 # '2713': '8153.1'
 # '2714': 8153.1.1
 # '2715': 8153.1.2
 # '2716': 8153.1.3
 # '2717': 8153.1.4
 # '2718': 8153.1.5
 # '2719': '8154.1'
 # '2720': '8154.2'
 # '2721': '8154.3'
 # '2722': '8154.4'
 # '2723': '8155.1'
 # '2724': 8155.1.1
 # '2725': 8155.1.2
 # '2726': '8156.1'
 # '2727': '8156.2'
 # '2728': 8156.2.1
 # '2729': 8156.2.2
 # '2730': 8156.2.3
 # '2731': 8156.2.4
 # '2732': 8156.2.5
 # '2733': 8156.2.6
 # '2734': '8156.3'
 # '2735': 8156.3.1
 # '2736': '8156.4'
 # '2737': '8157.1'
 # '2738': 8157.1.1
 # '2739': '8157.2'
 # '2740': '8159.1'
 # '2741': '8159.2'
 # '2742': '8159.3'
 # '2743': '8159.4'
 # '2744': '8159.5'
 # '2745': '8159.6'
 # '2746': '8159.7'
 # '2747': '8159.8'
 # '2748': '8160.1'
 # '2749': '8160.10'
 # '2750': '8160.11'
 # '2751': '8160.12'
 # '2752': '8160.13'
 # '2753': '8160.14'
 # '2754': '8160.15'
 # '2755': '8160.16'
 # '2756': '8160.17'
 # '2757': '8160.18'
 # '2758': '8160.19'
 # '2759': '8160.2'
 # '2760': '8160.20'
 # '2761': '8160.21'
 # '2762': '8160.22'
 # '2763': '8160.23'
 # '2764': '8160.24'
 # '2765': '8160.25'
 # '2766': '8160.26'
 # '2767': '8160.27'
 # '2768': '8160.28'
 # '2769': '8160.29'
 # '2770': '8160.3'
 # '2771': '8160.30'
 # '2772': '8160.31'
 # '2773': '8160.32'
 # '2774': '8160.33'
 # '2775': '8160.34'
 # '2776': '8160.35'
 # '2777': '8160.36'
 # '2778': '8160.37'
 # '2779': '8160.38'
 # '2780': '8160.39'
 # '2781': '8160.4'
 # '2782': '8160.40'
 # '2783': '8160.41'
 # '2784': '8160.42'
 # '2785': '8160.43'
 # '2786': '8160.44'
 # '2787': '8160.45'
 # '2788': '8160.46'
 # '2789': '8160.47'
 # '2790': '8160.48'
 # '2791': '8160.49'
 # '2792': '8160.5'
 # '2793': '8160.50'
 # '2794': '8160.51'
 # '2795': '8160.52'
 # '2796': '8160.53'
 # '2797': '8160.54'
 # '2798': '8160.55'
 # '2799': '8160.6'
 # '2800': '8160.7'
 # '2801': '8160.8'
 # '2802': '8160.9'
 # '2803': '8171.1'
 # '2804': '8171.2'
 # '2805': '8171.3'
 # '2806': '8171.4'
 # '2807': '8171.5'
 # '2808': '8171.6'
 # '2809': '8171.8'
 # '2810': '8171.9'
 # '2811': '8172.1'
 # '2812': '8172.2'
 # '2813': '8172.3'
 # '2814': '8172.4'
 # '2815': '8172.5'
 # '2816': 8172.5.1
 # '2817': 8172.5.2
 # '2818': 8172.5.3
 # '2819': 8172.5.4
 # '2820': 8172.5.5
 # '2821': '8172.6'
 # '2822': '8181.1'
 # '2823': '8181.10'
 # '2824': '8181.2'
 # '2825': '8181.3'
 # '2826': 8181.3.1
 # '2827': 8181.3.2
 # '2828': '8181.4'
 # '2829': '8181.5'
 # '2830': '8181.6'
 # '2831': '8181.7'
 # '2832': '8181.8'
 # '2833': '8181.9'
 # '2834': '8182.1'
 # '2835': '8182.2'
 # '2836': '8183.1'
 # '2837': '8183.2'
 # '2838': '8183.3'
 # '2839': '8183.4'
 # '2840': '8183.5'
 # '2841': '8183.6'
 # '2842': '8183.7'
 # '2843': '8189.1'
 # '2844': '8189.2'
 # '2845': '8211.1'
 # '2846': 8211.1.1
 # '2847': '8211.2'
 # '2848': '8211.3'
 # '2849': '8211.4'
 # '2850': '8211.5'
 # '2851': 8211.5.1
 # '2852': 8211.5.2
 # '2853': 8211.5.3
 # '2854': '8211.6'
 # '2855': '8211.7'
 # '2856': '8212.1'
 # '2857': '8212.2'
 # '2858': 8212.2.1
 # '2859': 8212.2.2
 # '2860': 8212.2.3
 # '2861': '8212.3'
 # '2862': 8212.3.1
 # '2863': 8212.3.2
 # '2864': 8212.3.3
 # '2865': 8212.3.4
 # '2866': 8212.3.5
 # '2867': 8212.3.6
 # '2868': '8212.4'
 # '2869': '8212.5'
 # '2870': '8219.1'
 # '2871': '8219.10'
 # '2872': '8219.11'
 # '2873': '8219.2'
 # '2874': '8219.3'
 # '2875': '8219.4'
 # '2876': '8219.5'
 # '2877': '8219.6'
 # '2878': '8219.7'
 # '2879': '8219.8'
 # '2880': '8219.9'
 # '2881': '8311.1'
 # '2882': '8312.1'
 # '2883': '8312.2'
 # '2884': '8312.3'
 # '2885': '8312.4'
 # '2886': '8312.5'
 # '2887': '8321.1'
 # '2888': '8322.1'
 # '2889': '8322.2'
 # '2890': '8322.3'
 # '2891': '8322.4'
 # '2892': '8322.5'
 # '2893': '8322.6'
 # '2894': '8322.7'
 # '2895': '8331.1'
 # '2896': 8331.1.1
 # '2897': '8331.2'
 # '2898': '8332.1'
 # '2899': '8332.2'
 # '2900': '8332.3'
 # '2901': '8332.4'
 # '2902': '8332.5'
 # '2903': '8332.6'
 # '2904': '8332.7'
 # '2905': '8332.8'
 # '2906': '8341.1'
 # '2907': '8341.2'
 # '2908': '8341.3'
 # '2909': '8342.1'
 # '2910': '8342.10'
 # '2911': '8342.2'
 # '2912': '8342.3'
 # '2913': '8342.4'
 # '2914': '8342.5'
 # '2915': '8342.6'
 # '2916': '8342.7'
 # '2917': '8342.8'
 # '2918': '8342.9'
 # '2919': '8343.1'
 # '2920': '8343.2'
 # '2921': '8343.3'
 # '2922': '8343.4'
 # '2923': '8343.5'
 # '2924': '8344.1'
 # '2925': '8350.1'
 # '2926': '8350.2'
 # '2927': '8350.3'
 # '2928': '8350.4'
 # '2929': '8350.5'
 # '2930': '8350.6'
 # '2931': '8350.7'
 # '2932': '9111.1'
 # '2933': '9112.1'
 # '2934': '9112.2'
 # '2935': '9112.3'
 # '2936': '9112.4'
 # '2937': '9112.5'
 # '2938': '9112.6'
 # '2939': '9121.1'
 # '2940': '9121.2'
 # '2941': '9122.1'
 # '2942': '9123.1'
 # '2943': '9129.1'
 # '2944': '9129.2'
 # '2945': '9129.3'
 # '2946': '9211.1'
 # '2947': '9211.2'
 # '2948': '9212.1'
 # '2949': '9212.2'
 # '2950': '9212.3'
 # '2951': '9212.4'
 # '2952': '9213.1'
 # '2953': '9214.1'
 # '2954': '9214.2'
 # '2955': '9215.1'
 # '2956': '9216.1'
 # '2957': '9216.2'
 # '2958': '9216.3'
 # '2959': '9216.4'
 # '2960': '9311.1'
 # '2961': '9312.1'
 # '2962': 9312.1.1
 # '2963': 9312.1.2
 # '2964': 9312.1.3
 # '2965': 9312.1.4
 # '2966': 9312.1.5
 # '2967': 9312.1.6
 # '2968': '9313.1'
 # '2969': '9321.1'
 # '2970': '9321.2'
 # '2971': '9329.1'
 # '2972': '9329.2'
 # '2973': '9331.1'
 # '2974': '9332.1'
 # '2975': '9333.1'
 # '2976': '9333.2'
 # '2977': '9333.3'
 # '2978': '9333.4'
 # '2979': '9333.5'
 # '2980': '9333.6'
 # '2981': '9333.7'
 # '2982': '9333.8'
 # '2983': 9333.8.1
 # '2984': '9334.1'
 # '2985': '9411.1'
 # '2986': '9411.2'
 # '2987': '9412.1'
 # '2988': '9412.2'
 # '2989': '9510.1'
 # '2990': '9520.1'
 # '2991': '9611.1'
 # '2992': '9612.1'
 # '2993': '9612.2'
 # '2994': '9613.1'
 # '2995': '9621.1'
 # '2996': '9621.2'
 # '2997': '9622.1'
 # '2998': '9623.1'
 # '2999': '9623.2'
 # '3000': '9629.1'
 # '3001': '9629.2'
 # '3002': '9629.3'
 # '3003': '9629.4'
 # '3004': '9629.5'
 # '3005': '9629.6'
 # '3006': '9629.7'
 # '3007': None
 - name: ESCO_LABELS
 sequence: string
 - name: ESCO_OCCUPATION
 dtype: string
 # class_label:
 # names:
 # '0': air force officer
 # '1': lieutenant
 # '2': navy officer
 # '3': squadron leader
 # '4': armed forces officer
 # '5': army captain
 # '6': army general
 # '7': army major
 # '8': artillery officer
 # '9': brigadier
 # '10': colonel
 # '11': fleet commander
 # '12': army corporal
 # '13': sergeant
 # '14': special forces officer
 # '15': warfare specialist
 # '16': air force pilot
 # '17': bomb disposal technician
 # '18': infantry soldier
 # '19': intelligence communications interceptor
 # '20': military engineer
 # '21': city councillor
 # '22': government minister
 # '23': governor
 # '24': mayor
 # '25': member of parliament
 # '26': secretary of state
 # '27': senator
 # '28': central bank governor
 # '29': consul
 # '30': diplomat
 # '31': ambassador
 # '32': embassy counsellor
 # '33': fire commissioner
 # '34': police commissioner
 # '35': public administration manager
 # '36': secretary general
 # '37': special-interest groups' official
 # '38': animal facility manager
 # '39': chief executive officer
 # '40': airport chief executive
 # '41': chief operating officer
 # '42': public employment service manager
 # '43': social entrepreneur
 # '44': financial manager
 # '45': accounting manager
 # '46': bank treasurer
 # '47': budget manager
 # '48': corporate treasurer
 # '49': employee volunteering programme coordinator
 # '50': human resources manager
 # '51': equality and inclusion manager
 # '52': volunteer manager
 # '53': director of compliance and information security in gambling
 # '54': policy manager
 # '55': social security administrator
 # '56': strategic planning manager
 # '57': tourism policy director
 # '58': procurement department manager
 # '59': programme manager
 # '60': business manager
 # '61': branch manager
 # '62': EU funds manager
 # '63': health safety and environmental manager
 # '64': sustainability manager
 # '65': business service manager
 # '66': facilities manager
 # '67': security manager
 # '68': corporate social responsibility manager
 # '69': defence administration officer
 # '70': department manager
 # '71': manufacturing facility manager
 # '72': chemical plant manager
 # '73': foundry manager
 # '74': power plant manager
 # '75': water treatment plant manager
 # '76': wood factory manager
 # '77': project manager
 # '78': quality services manager
 # '79': auction house manager
 # '80': banking products manager
 # '81': chief marketing officer
 # '82': destination manager
 # '83': marketing manager
 # '84': sales manager
 # '85': category manager
 # '86': licensing manager
 # '87': motor vehicle aftersales manager
 # '88': online sales channel manager
 # '89': promotion manager
 # '90': commercial director
 # '91': digital marketing manager
 # '92': tourism product manager
 # '93': communication manager
 # '94': advertising manager
 # '95': public relations manager
 # '96': product manager
 # '97': insurance product manager
 # '98': research and development manager
 # '99': product development manager
 # '100': clothing development manager
 # '101': footwear product development manager
 # '102': games development manager
 # '103': leather goods product development manager
 # '104': research manager
 # '105': ICT research manager
 # '106': forester
 # '107': aquaculture harvesting manager
 # '108': aquaculture husbandry manager
 # '109': aquaculture production manager
 # '110': "green\_coffee\_coordinator"
 # '111': manufacturing manager
 # '112': industrial production manager
 # '113': chemical production manager
 # '114': clothing operations manager
 # '115': food production manager
 # '116': footwear production manager
 # '117': leather finishing operations manager
 # '118': leather production manager
 # '119': leather goods production manager
 # '120': leather wet processing department manager
 # '121': metallurgical manager
 # '122': metal production manager
 # '123': industrial quality manager
 # '124': footwear quality manager
 # '125': leather goods quality manager
 # '126': textile quality manager
 # '127': operations manager
 # '128': sewerage systems manager
 # '129': waste management officer
 # '130': textile operations manager
 # '131': mine manager
 # '132': mine production manager
 # '133': oil and gas production manager
 # '134': quarry manager
 # '135': construction manager
 # '136': construction general contractor
 # '137': property developer
 # '138': airport director
 # '139': air traffic manager
 # '140': logistics and distribution manager
 # '141': distribution manager
 # '142': inland water transport general manager
 # '143': maritime water transport general manager
 # '144': rail operations manager
 # '145': road operations manager
 # '146': road transport division manager
 # '147': specialised goods distribution manager
 # '148': agricultural machinery and equipment distribution manager
 # '149': electrical household appliances distribution manager
 # '150': electronic and telecommunications equipment and parts distribution manager
 # '151': fish, crustaceans and molluscs distribution manager
 # '152': flowers and plants distribution manager
 # '153': fruit and vegetables distribution manager
 # '154': furniture, carpets and lighting equipment distribution manager
 # '155': hardware, plumbing and heating equipment and supplies distribution manager
 # '156': hides, skins and leather products distribution manager
 # '157': household goods distribution manager
 # '158': live animals distribution manager
 # '159': agricultural raw materials, seeds and animal feeds distribution manager
 # '160': machinery, industrial equipment, ships and aircraft distribution manager
 # '161': meat and meat products distribution manager
 # '162': metals and metal ores distribution manager
 # '163': mining, construction and civil engineering machinery distribution manager
 # '164': perfume and cosmetics distribution manager
 # '165': pharmaceutical goods distribution manager
 # '166': sugar, chocolate and sugar confectionery distribution manager
 # '167': textile industry machinery distribution manager
 # '168': textiles, textile semi-finished and raw materials distribution manager
 # '169': tobacco products distribution manager
 # '170': beverages distribution manager
 # '171': waste and scrap distribution manager
 # '172': watches and jewellery distribution manager
 # '173': wood and construction materials distribution manager
 # '174': chemical products distribution manager
 # '175': china and glassware distribution manager
 # '176': clothing and footwear distribution manager
 # '177': coffee, tea, cocoa and spices distribution manager
 # '178': computers, computer peripheral equipment and software distribution manager
 # '179': dairy products and edible oils distribution manager
 # '180': import export manager
 # '181': import export manager in agricultural machinery and equipment
 # '182': import export manager in electrical household appliances
 # '183': import export manager in electronic and telecommunications equipment and parts
 # '184': import export manager in fish, crustaceans and molluscs
 # '185': import export manager in flowers and plants
 # '186': import export manager in fruit and vegetables
 # '187': import export manager in furniture, carpets and lighting equipment
 # '188': import export manager in hardware, plumbing and heating equipment and supplies
 # '189': import export manager in hides, skins and leather products
 # '190': import export manager in household goods
 # '191': import export manager in live animals
 # '192': import export manager in agricultural raw materials, seeds and animal feeds
 # '193': import export manager in machinery, industrial equipment, ships and aircraft
 # '194': import export manager in machine tools
 # '195': import export manager in meat and meat products
 # '196': import export manager in metals and metal ores
 # '197': import export manager in mining, construction and civil engineering machinery
 # '198': import export manager in office furniture
 # '199': import export manager in office machinery and equipment
 # '200': import export manager in perfume and cosmetics
 # '201': import export manager in pharmaceutical goods
 # '202': import export manager in sugar, chocolate and sugar confectionery
 # '203': import export manager in beverages
 # '204': import export manager in textile industry machinery
 # '205': import export manager in textiles and textile semi-finished and raw materials
 # '206': import export manager in tobacco products
 # '207': import export manager in waste and scrap
 # '208': import export manager in watches and jewellery
 # '209': import export manager in wood and construction materials
 # '210': import export manager in chemical products
 # '211': import export manager in china and other glassware
 # '212': import export manager in clothing and footwear
 # '213': import export manager in coffee, tea, cocoa and spices
 # '214': import export manager in computers, computer peripheral equipment and software
 # '215': import export manager in dairy products and edible oils
 # '216': intermodal logistics manager
 # '217': warehouse manager
 # '218': finished leather warehouse manager
 # '219': move manager
 # '220': movie distributor
 # '221': "pipeline\_superintendent"
 # '222': railway station manager
 # '223': supply chain manager
 # '224': forecast manager
 # '225': purchasing manager
 # '226': leather raw materials purchasing manager
 # '227': resource manager
 # '228': chief data officer
 # '229': ICT information and knowledge manager
 # '230': ICT environmental manager
 # '231': chief information officer
 # '232': chief technology officer
 # '233': ICT documentation manager
 # '234': ICT operations manager
 # '235': software manager
 # '236': ICT product manager
 # '237': ICT project manager
 # '238': ICT vendor relationship manager
 # '239': telecommunications manager
 # '240': child care coordinator
 # '241': child day care centre manager
 # '242': nursery school head teacher
 # '243': clinical informatics manager
 # '244': healthcare institution manager
 # '245': elderly home manager
 # '246': social services manager
 # '247': public housing manager
 # '248': youth centre manager
 # '249': youth programme director
 # '250': headteacher
 # '251': dean of faculty
 # '252': university department head
 # '253': deputy head teacher
 # '254': education programme coordinator
 # '255': further education principal
 # '256': head of higher education institutions
 # '257': primary school head teacher
 # '258': secondary school department head
 # '259': secondary school head teacher
 # '260': special educational needs head teacher
 # '261': bank manager
 # '262': brokerage firm director
 # '263': credit union manager
 # '264': insurance agency manager
 # '265': insurance claims manager
 # '266': pension scheme manager
 # '267': airside safety manager
 # '268': court administrator
 # '269': document management officer
 # '270': energy manager
 # '271': environmental protection manager
 # '272': front of house manager
 # '273': interpretation agency manager
 # '274': library manager
 # '275': medical laboratory manager
 # '276': museum director
 # '277': publications coordinator
 # '278': airspace manager
 # '279': rescue centre manager
 # '280': service manager
 # '281': legal service manager
 # '282': sport administrator
 # '283': translation agency manager
 # '284': artistic director
 # '285': aviation communications and frequency coordination manager
 # '286': aviation surveillance and code coordination manager
 # '287': book publisher
 # '288': chief fire officer
 # '289': commercial art gallery manager
 # '290': correctional services manager
 # '291': accommodation manager
 # '292': hospitality entertainment manager
 # '293': rooms division manager
 # '294': restaurant manager
 # '295': department store manager
 # '296': retail department manager
 # '297': sales account manager
 # '298': shop manager
 # '299': ammunition shop manager
 # '300': clothing shop manager
 # '301': computer shop manager
 # '302': computer software and multimedia shop manager
 # '303': confectionery shop manager
 # '304': cosmetics and perfume shop manager
 # '305': craft shop manager
 # '306': delicatessen shop manager
 # '307': domestic appliances shop manager
 # '308': drugstore manager
 # '309': eyewear and optical equipment shop manager
 # '310': antique shop manager
 # '311': fish and seafood shop manager
 # '312': floor and wall coverings shop manager
 # '313': flower and garden shop manager
 # '314': fruit and vegetables shop manager
 # '315': fuel station manager
 # '316': furniture shop manager
 # '317': hardware and paint shop manager
 # '318': jewellery and watches shop manager
 # '319': kitchen and bathroom shop manager
 # '320': meat and meat products shop manager
 # '321': audio and video equipment shop manager
 # '322': medical goods shop manager
 # '323': motor vehicle shop manager
 # '324': music and video shop manager
 # '325': orthopaedic supply shop manager
 # '326': pet and pet food shop manager
 # '327': photography shop manager
 # '328': press and stationery shop manager
 # '329': second-hand shop manager
 # '330': shoe and leather accessories shop manager
 # '331': sporting and outdoor accessories shop manager
 # '332': audiology equipment shop manager
 # '333': telecommunication equipment shop manager
 # '334': textile shop manager
 # '335': tobacco shop manager
 # '336': toys and games shop manager
 # '337': bakery shop manager
 # '338': beverages shop manager
 # '339': bicycle shop manager
 # '340': bookshop manager
 # '341': building materials shop manager
 # '342': supermarket manager
 # '343': trade regional manager
 # '344': cultural facilities manager
 # '345': cultural centre director
 # '346': performance production manager
 # '347': recreational facilities manager
 # '348': beauty salon manager
 # '349': betting manager
 # '350': gambling manager
 # '351': lottery manager
 # '352': spa manager
 # '353': zoo curator
 # '354': sport facility manager
 # '355': call centre manager
 # '356': camping ground manager
 # '357': contact centre manager
 # '358': garage manager
 # '359': laundry and dry cleaning manager
 # '360': tourist information centre manager
 # '361': tour operator manager
 # '362': travel agency manager
 # '363': astronomer
 # '364': cosmologist
 # '365': physicist
 # '366': meteorologist
 # '367': aviation meteorologist
 # '368': climatologist
 # '369': weather forecaster
 # '370': metrologist
 # '371': chemist
 # '372': analytical chemist
 # '373': chemical application specialist
 # '374': chemical tester
 # '375': cosmetic chemist
 # '376': fragrance chemist
 # '377': textile chemist
 # '378': sensory scientist
 # '379': geologist
 # '380': environmental geologist
 # '381': seismologist
 # '382': exploration geologist
 # '383': geochemist
 # '384': hydrogeologist
 # '385': hydrologist
 # '386': mine geologist
 # '387': mud logger
 # '388': oceanographer
 # '389': palaeontologist
 # '390': geophysicist
 # '391': mineralogist
 # '392': actuarial consultant
 # '393': demographer
 # '394': gambling games developer
 # '395': gambling quality assurance engineer
 # '396': mathematician
 # '397': statistician
 # '398': biometrician
 # '399': animal behaviourist
 # '400': animal feed nutritionist
 # '401': bioinformatics scientist
 # '402': biologist
 # '403': aquaculture biologist
 # '404': microbiologist
 # '405': physiologist
 # '406': specialist biomedical scientist
 # '407': toxicologist
 # '408': biochemist
 # '409': biomedical scientist advanced
 # '410': biophysicist
 # '411': botanicals specialist
 # '412': botanist
 # '413': curator of horticulture
 # '414': epidemiologist
 # '415': geneticist
 # '416': marine biologist
 # '417': food biotechnologist
 # '418': immunologist
 # '419': pharmacologist
 # '420': biomedical scientist
 # '421': anatomical pathology technician
 # '422': cytology screener
 # '423': agricultural scientist
 # '424': agronomist
 # '425': aquaculture recirculation manager
 # '426': fisheries adviser
 # '427': forestry adviser
 # '428': livestock advisor
 # '429': airport environment officer
 # '430': pipeline environmental project manager
 # '431': soil scientist
 # '432': water quality analyst
 # '433': air pollution analyst
 # '434': environmental technician
 # '435': groundwater monitoring technician
 # '436': aquaculture environmental analyst
 # '437': conservation scientist
 # '438': countryside officer
 # '439': ecologist
 # '440': environmental programme coordinator
 # '441': environmental scientist
 # '442': natural resources consultant
 # '443': nature conservation officer
 # '444': clothing technologist
 # '445': process engineer
 # '446': textile technologist
 # '447': food and beverage packaging technologist
 # '448': homologation engineer
 # '449': industrial engineer
 # '450': manufacturing engineer
 # '451': production engineer
 # '452': automation engineer
 # '453': food production engineer
 # '454': surface engineer
 # '455': leather goods industrial engineer
 # '456': leather production planner
 # '457': maintenance and repair engineer
 # '458': packaging production manager
 # '459': civil engineer
 # '460': airport planning engineer
 # '461': water engineer
 # '462': construction engineer
 # '463': drainage engineer
 # '464': geological engineer
 # '465': hydropower engineer
 # '466': mining geotechnical engineer
 # '467': pipeline engineer
 # '468': rail project engineer
 # '469': transport engineer
 # '470': environmental engineer
 # '471': environmental mining engineer
 # '472': recycling specialist
 # '473': waste treatment engineer
 # '474': environmental expert
 # '475': wastewater engineer
 # '476': mechanical engineer
 # '477': aerospace engineer
 # '478': aerodynamics engineer
 # '479': marine engineer
 # '480': mechatronics engineer
 # '481': mine mechanical engineer
 # '482': mine ventilation engineer
 # '483': naval architect
 # '484': optomechanical engineer
 # '485': packing machinery engineer
 # '486': powertrain engineer
 # '487': precision engineer
 # '488': rolling stock engineer
 # '489': agricultural engineer
 # '490': agricultural equipment design engineer
 # '491': rotating equipment engineer
 # '492': steam engineer
 # '493': tooling engineer
 # '494': welding engineer
 # '495': automotive engineer
 # '496': container equipment design engineer
 # '497': engine designer
 # '498': equipment engineer
 # '499': fluid power engineer
 # '500': heating, ventilation, air conditioning engineer
 # '501': industrial tool design engineer
 # '502': chemical engineer
 # '503': biochemical engineer
 # '504': brewmaster
 # '505': cider master
 # '506': food technologist
 # '507': gas distribution engineer
 # '508': gas production engineer
 # '509': oenologist
 # '510': paper engineer
 # '511': pharmaceutical engineer
 # '512': rubber technologist
 # '513': synthetic materials engineer
 # '514': assayer
 # '515': petroleum engineer
 # '516': quarry engineer
 # '517': drilling engineer
 # '518': explosives engineer
 # '519': liquid fuel engineer
 # '520': metallurgist
 # '521': chemical metallurgist
 # '522': process metallurgist
 # '523': mine development engineer
 # '524': mine health and safety engineer
 # '525': mine planning engineer
 # '526': mineral processing engineer
 # '527': acoustical engineer
 # '528': health and safety engineer
 # '529': fire prevention and protection engineer
 # '530': materials engineer
 # '531': nanoengineer
 # '532': wood technology engineer
 # '533': optical engineer
 # '534': photonics engineer
 # '535': patent engineer
 # '536': quantity surveyor
 # '537': robotics engineer
 # '538': test engineer
 # '539': textile, leather and footwear researcher
 # '540': application engineer
 # '541': calculation engineer
 # '542': component engineer
 # '543': contract engineer
 # '544': design engineer
 # '545': installation engineer
 # '546': logistics engineer
 # '547': quality engineer
 # '548': compliance engineer
 # '549': research engineer
 # '550': autonomous driving specialist
 # '551': aviation ground systems engineer
 # '552': bioengineer
 # '553': biomedical engineer
 # '554': commissioning engineer
 # '555': dependability engineer
 # '556': dismantling engineer
 # '557': energy engineer
 # '558': alternative fuels engineer
 # '559': energy systems engineer
 # '560': geothermal engineer
 # '561': nuclear engineer
 # '562': offshore renewable energy engineer
 # '563': onshore wind energy engineer
 # '564': renewable energy engineer
 # '565': solar energy engineer
 # '566': thermal engineer
 # '567': electrical engineer
 # '568': electric power generation engineer
 # '569': electromagnetic engineer
 # '570': electromechanical engineer
 # '571': mine electrical engineer
 # '572': power distribution engineer
 # '573': substation engineer
 # '574': smart home engineer
 # '575': electronics engineer
 # '576': computer hardware engineer
 # '577': microsystem engineer
 # '578': optoelectronic engineer
 # '579': power electronics engineer
 # '580': predictive maintenance expert
 # '581': satellite engineer
 # '582': sensor engineer
 # '583': flight test engineer
 # '584': instrumentation engineer
 # '585': language engineer
 # '586': medical device engineer
 # '587': microelectronics designer
 # '588': microelectronics engineer
 # '589': integrated circuit design engineer
 # '590': microelectronics materials engineer
 # '591': microelectronics smart manufacturing engineer
 # '592': telecommunications engineer
 # '593': telecommunications analyst
 # '594': architect
 # '595': interior architect
 # '596': landscape architect
 # '597': landscape designer
 # '598': industrial designer
 # '599': automotive designer
 # '600': costume designer
 # '601': fashion designer
 # '602': clothing fashion designer
 # '603': footwear designer
 # '604': leather goods designer
 # '605': furniture designer
 # '606': jewellery designer
 # '607': model maker
 # '608': puppet designer
 # '609': textile designer
 # '610': leather goods product developer
 # '611': textile colourist
 # '612': textile product developer
 # '613': land planner
 # '614': mobility services manager
 # '615': transport planner
 # '616': urban planner
 # '617': cadastral technician
 # '618': cartographer
 # '619': geographic information systems specialist
 # '620': land surveyor
 # '621': hydrographic surveyor
 # '622': mine surveyor
 # '623': 3D modeller
 # '624': illustrator
 # '625': performance lighting designer
 # '626': performance video designer
 # '627': special effects artist
 # '628': stop-motion animator
 # '629': animation layout artist
 # '630': animator
 # '631': 3D animator
 # '632': desktop publisher
 # '633': digital artist
 # '634': digital games designer
 # '635': digital media designer
 # '636': gambling games designer
 # '637': graphic designer
 # '638': general practitioner
 # '639': specialised doctor
 # '640': advanced nurse practitioner
 # '641': nurse responsible for general care
 # '642': specialist nurse
 # '643': midwife
 # '644': aromatherapist
 # '645': complementary therapist
 # '646': acupuncturist
 # '647': homeopath
 # '648': traditional chinese medicine therapist
 # '649': animal chiropractor
 # '650': animal osteopath
 # '651': animal physiotherapist
 # '652': animal therapist
 # '653': animal hydrotherapist
 # '654': animal massage therapist
 # '655': aquatic animal health professional
 # '656': general veterinarian
 # '657': official veterinarian
 # '658': specialised veterinarian
 # '659': veterinary scientist
 # '660': dental practitioner
 # '661': specialist dentist
 # '662': pharmacist
 # '663': pharmaceutical quality specialist
 # '664': specialist pharmacist
 # '665': hospital pharmacist
 # '666': industrial pharmacist
 # '667': emergency response coordinator
 # '668': food safety specialist
 # '669': health and safety officer
 # '670': ergonomist
 # '671': radiation protection officer
 # '672': advanced physiotherapist
 # '673': physiotherapist
 # '674': dietitian
 # '675': prepared meals nutritionist
 # '676': audiologist
 # '677': speech and language therapist
 # '678': optometrist
 # '679': orthoptist
 # '680': chiropractor
 # '681': specialist chiropractor
 # '682': osteopath
 # '683': kinesiologist
 # '684': medical physics expert
 # '685': occupational therapist
 # '686': occupational therapy assistant
 # '687': podiatrist
 # '688': podiatry assistant
 # '689': radiographer
 # '690': diagnostic radiographer
 # '691': nuclear medicine radiographer
 # '692': recreational therapist
 # '693': animal assisted therapist
 # '694': art therapist
 # '695': dance therapist
 # '696': music therapist
 # '697': higher education lecturer
 # '698': anthropology lecturer
 # '699': communications lecturer
 # '700': computer science lecturer
 # '701': dentistry lecturer
 # '702': earth science lecturer
 # '703': economics lecturer
 # '704': education studies lecturer
 # '705': engineering lecturer
 # '706': fine arts instructor
 # '707': food science lecturer
 # '708': healthcare specialist lecturer
 # '709': archaeology lecturer
 # '710': history lecturer
 # '711': journalism lecturer
 # '712': law lecturer
 # '713': linguistics lecturer
 # '714': mathematics lecturer
 # '715': medicine lecturer
 # '716': modern languages lecturer
 # '717': music instructor
 # '718': nursing lecturer
 # '719': performing arts school dance instructor
 # '720': architecture lecturer
 # '721': performing arts theatre instructor
 # '722': pharmacy lecturer
 # '723': philosophy lecturer
 # '724': physics lecturer
 # '725': politics lecturer
 # '726': psychology lecturer
 # '727': religious studies lecturer
 # '728': social work lecturer
 # '729': sociology lecturer
 # '730': space science lecturer
 # '731': art studies lecturer
 # '732': university literature lecturer
 # '733': university research assistant
 # '734': university teaching assistant
 # '735': veterinary medicine lecturer
 # '736': assistant lecturer
 # '737': biology lecturer
 # '738': business lecturer
 # '739': chemistry lecturer
 # '740': classical languages lecturer
 # '741': social work practice educator
 # '742': vocational teacher
 # '743': agriculture, forestry and fishery vocational teacher
 # '744': electricity and energy vocational teacher
 # '745': electronics and automation vocational teacher
 # '746': firefighter instructor
 # '747': food service vocational teacher
 # '748': hairdressing vocational teacher
 # '749': hospitality vocational teacher
 # '750': industrial arts vocational teacher
 # '751': maritime instructor
 # '752': medical laboratory technology vocational teacher
 # '753': occupational driving instructor
 # '754': air traffic instructor
 # '755': occupational railway instructor
 # '756': physical education vocational teacher
 # '757': police trainer
 # '758': transport technology vocational teacher
 # '759': travel and tourism vocational teacher
 # '760': armed forces training and education officer
 # '761': auxiliary nursing and midwifery vocational teacher
 # '762': beauty vocational teacher
 # '763': business administration vocational teacher
 # '764': business and marketing vocational teacher
 # '765': cabin crew instructor
 # '766': design and applied arts vocational teacher
 # '767': secondary school teacher
 # '768': art teacher secondary school
 # '769': literature teacher at secondary school
 # '770': mathematics teacher at secondary school
 # '771': modern languages teacher secondary school
 # '772': music teacher secondary school
 # '773': philosophy teacher secondary school
 # '774': physical education teacher secondary school
 # '775': physics teacher secondary school
 # '776': religious education teacher at secondary school
 # '777': science teacher secondary school
 # '778': biology teacher secondary school
 # '779': business studies and economics teacher secondary school
 # '780': chemistry teacher secondary school
 # '781': classical languages teacher secondary school
 # '782': drama teacher secondary school
 # '783': geography teacher secondary school
 # '784': history teacher secondary school
 # '785': ICT teacher secondary school
 # '786': primary school teacher
 # '787': Steiner school teacher
 # '788': early years teacher
 # '789': Freinet school teacher
 # '790': Montessori school teacher
 # '791': curriculum administrator
 # '792': educational researcher
 # '793': education inspector
 # '794': special educational needs coordinator
 # '795': special educational needs teacher
 # '796': adult literacy teacher
 # '797': early years special educational needs teacher
 # '798': learning support teacher
 # '799': special educational needs itinerant teacher
 # '800': special educational needs teacher primary school
 # '801': special educational needs teacher secondary school
 # '802': teacher of talented and gifted students
 # '803': language school teacher
 # '804': sign language teacher
 # '805': music teacher
 # '806': arts education officer
 # '807': circus arts teacher
 # '808': dance teacher
 # '809': drama teacher
 # '810': photography teacher
 # '811': visual arts teacher
 # '812': ICT trainer
 # '813': digital literacy teacher
 # '814': academic advisor
 # '815': instructional designer
 # '816': learning mentor
 # '817': prison instructor
 # '818': public speaking coach
 # '819': tutor
 # '820': academic support officer
 # '821': admissions coordinator
 # '822': assessor of prior learning
 # '823': assistive technologist
 # '824': e-learning architect
 # '825': e-learning developer
 # '826': educational counsellor
 # '827': further education teacher
 # '828': accountant
 # '829': accounting analyst
 # '830': grants management officer
 # '831': public finance accountant
 # '832': tax advisor
 # '833': audit supervisor
 # '834': bankruptcy trustee
 # '835': budget analyst
 # '836': cost analyst
 # '837': dividend analyst
 # '838': financial auditor
 # '839': financial controller
 # '840': financial fraud examiner
 # '841': business valuer
 # '842': public funding advisor
 # '843': venture capitalist
 # '844': corporate banking manager
 # '845': corporate risk manager
 # '846': financial planner
 # '847': relationship banking manager
 # '848': financial risk manager
 # '849': investment adviser
 # '850': corporate investment banker
 # '851': investment fund management assistant
 # '852': investment manager
 # '853': investor relations manager
 # '854': investment fund manager
 # '855': personal trust officer
 # '856': programme funding manager
 # '857': financial analyst
 # '858': insurance rating analyst
 # '859': investment analyst
 # '860': mergers and acquisitions analyst
 # '861': securities analyst
 # '862': middle office analyst
 # '863': business analyst
 # '864': manufacturing cost estimator
 # '865': business consultant
 # '866': business intelligence manager
 # '867': lean manager
 # '868': logistics analyst
 # '869': civil service administrative officer
 # '870': monitoring and evaluation officer
 # '871': parliamentary assistant
 # '872': policy officer
 # '873': agricultural policy officer
 # '874': labour market policy officer
 # '875': legal policy officer
 # '876': public health policy officer
 # '877': recreation policy officer
 # '878': regional development policy officer
 # '879': social services policy officer
 # '880': competition policy officer
 # '881': cultural policy officer
 # '882': education policy officer
 # '883': environmental policy officer
 # '884': fiscal affairs policy officer
 # '885': foreign affairs officer
 # '886': housing policy officer
 # '887': immigration policy officer
 # '888': political affairs officer
 # '889': procurement category specialist
 # '890': public procurement specialist
 # '891': social service consultant
 # '892': sports programme coordinator
 # '893': trade development officer
 # '894': community development officer
 # '895': employment programme coordinator
 # '896': government planning inspector
 # '897': healthcare consultant
 # '898': humanitarian advisor
 # '899': intelligence officer
 # '900': international relations officer
 # '901': career guidance advisor
 # '902': employment and vocational integration consultant
 # '903': human resources officer
 # '904': labour relations officer
 # '905': occupational analyst
 # '906': recruitment consultant
 # '907': business coach
 # '908': corporate trainer
 # '909': corporate training manager
 # '910': advertising copywriter
 # '911': marketing consultant
 # '912': advertising media planner
 # '913': eBusiness manager
 # '914': marketing assistant
 # '915': online marketer
 # '916': market research analyst
 # '917': membership manager
 # '918': network marketer
 # '919': pricing specialist
 # '920': product and services manager
 # '921': promotion assistant
 # '922': advertising media buyer
 # '923': advertising specialist
 # '924': brand manager
 # '925': business developer
 # '926': client relations manager
 # '927': creative director
 # '928': customer experience manager
 # '929': hospitality revenue manager
 # '930': activism officer
 # '931': election agent
 # '932': fundraising manager
 # '933': intercultural communication consultant
 # '934': online community manager
 # '935': political campaign officer
 # '936': campaign canvasser
 # '937': political party agent
 # '938': public affairs consultant
 # '939': public relations officer
 # '940': spokesperson
 # '941': after-sales service technician
 # '942': medical sales representative
 # '943': renewable energy consultant
 # '944': sales engineer
 # '945': solar energy sales consultant
 # '946': technical sales representative
 # '947': technical sales representative in agricultural machinery and equipment
 # '948': technical sales representative in chemical products
 # '949': technical sales representative in hardware, plumbing and heating equipment
 # '950': technical sales representative in machinery and industrial equipment
 # '951': technical sales representative in mining and construction machinery
 # '952': technical sales representative in office machinery and equipment
 # '953': technical sales representative in the textile machinery industry
 # '954': ICT account manager
 # '955': ICT business development manager
 # '956': ICT presales engineer
 # '957': technical sales representative in electronic and telecommunications equipment
 # '958': computer scientist
 # '959': ICT consultant
 # '960': ICT intelligent systems designer
 # '961': ICT research consultant
 # '962': ICT system analyst
 # '963': ICT system architect
 # '964': blockchain architect
 # '965': ICT system developer
 # '966': ICT system integration consultant
 # '967': integration engineer
 # '968': IT auditor
 # '969': user experience analyst
 # '970': computer vision engineer
 # '971': data analyst
 # '972': data scientist
 # '973': embedded system designer
 # '974': enterprise architect
 # '975': green ICT consultant
 # '976': ICT business analysis manager
 # '977': ICT business analyst
 # '978': cloud engineer
 # '979': software analyst
 # '980': software architect
 # '981': software developer
 # '982': blockchain developer
 # '983': user interface developer
 # '984': digital games developer
 # '985': search engine optimisation expert
 # '986': user interface designer
 # '987': web content manager
 # '988': web developer
 # '989': ICT application configurator
 # '990': ICT application developer
 # '991': embedded systems software developer
 # '992': mobile application developer
 # '993': industrial mobile devices software developer
 # '994': numerical tool and process control programmer
 # '995': data quality specialist
 # '996': ICT auditor manager
 # '997': ICT change and configuration manager
 # '998': ICT disaster recovery analyst
 # '999': ICT quality assurance manager
 # '1000': ICT test analyst
 # '1001': software tester
 # '1002': digital games tester
 # '1003': ICT accessibility tester
 # '1004': ICT integration tester
 # '1005': ICT system tester
 # '1006': ICT usability tester
 # '1007': database administrator
 # '1008': database designer
 # '1009': database developer
 # '1010': database integrator
 # '1011': data warehouse designer
 # '1012': ICT system administrator
 # '1013': ICT network administrator
 # '1014': system configurator
 # '1015': ICT capacity planner
 # '1016': ICT network architect
 # '1017': ICT network engineer
 # '1018': chief ICT security officer
 # '1019': digital forensics expert
 # '1020': embedded systems security engineer
 # '1021': ethical hacker
 # '1022': ICT resilience manager
 # '1023': ICT security administrator
 # '1024': ICT security engineer
 # '1025': ICT security manager
 # '1026': knowledge engineer
 # '1027': lawyer
 # '1028': corporate lawyer
 # '1029': prosecutor
 # '1030': judge
 # '1031': supreme court judge
 # '1032': contract manager
 # '1033': notary
 # '1034': ombudsman
 # '1035': regulatory affairs manager
 # '1036': coroner
 # '1037': court jury coordinator
 # '1038': data protection officer
 # '1039': election observer
 # '1040': human rights officer
 # '1041': legal consultant
 # '1042': legislative drafter
 # '1043': mediator
 # '1044': archivist
 # '1045': collection manager
 # '1046': conservator
 # '1047': cultural archive manager
 # '1048': cultural visitor services manager
 # '1049': exhibition curator
 # '1050': exhibition registrar
 # '1051': museum scientist
 # '1052': zoo registrar
 # '1053': information manager
 # '1054': librarian
 # '1055': economic policy officer
 # '1056': economist
 # '1057': business economics researcher
 # '1058': economic adviser
 # '1059': economic development coordinator
 # '1060': tax policy analyst
 # '1061': anthropologist
 # '1062': communication scientist
 # '1063': media scientist
 # '1064': archaeologist
 # '1065': behavioural scientist
 # '1066': criminologist
 # '1067': geographer
 # '1068': sociologist
 # '1069': social work researcher
 # '1070': thanatology researcher
 # '1071': historian
 # '1072': genealogist
 # '1073': philosopher
 # '1074': political scientist
 # '1075': polygraph examiner
 # '1076': psychologist
 # '1077': clinical psychologist
 # '1078': educational psychologist
 # '1079': health psychologist
 # '1080': psychotherapist
 # '1081': social counsellor
 # '1082': bereavement counsellor
 # '1083': drug and alcohol addiction counsellor
 # '1084': family planning counsellor
 # '1085': marriage counsellor
 # '1086': sexual violence counsellor
 # '1087': social pedagogue
 # '1088': social worker
 # '1089': benefits advice worker
 # '1090': education welfare officer
 # '1091': employment support worker
 # '1092': enterprise development worker
 # '1093': family social worker
 # '1094': gerontology social worker
 # '1095': homelessness worker
 # '1096': hospital social worker
 # '1097': mental health social worker
 # '1098': migrant social worker
 # '1099': military welfare worker
 # '1100': child care social worker
 # '1101': palliative care social worker
 # '1102': probation officer
 # '1103': rehabilitation support worker
 # '1104': social work supervisor
 # '1105': substance misuse worker
 # '1106': victim support officer
 # '1107': youth offending team worker
 # '1108': youth worker
 # '1109': youth information worker
 # '1110': clinical social worker
 # '1111': community care case worker
 # '1112': community development social worker
 # '1113': community social worker
 # '1114': consultant social worker
 # '1115': criminal justice social worker
 # '1116': crisis situation social worker
 # '1117': chaplain
 # '1118': minister of religion
 # '1119': missionary
 # '1120': religion scientific researcher
 # '1121': book editor
 # '1122': dramaturge
 # '1123': literary scholar
 # '1124': writer
 # '1125': lyricist
 # '1126': script writer
 # '1127': speechwriter
 # '1128': technical communicator
 # '1129': journalist
 # '1130': blogger
 # '1131': fact checker
 # '1132': foreign correspondent
 # '1133': magazine editor
 # '1134': newspaper editor
 # '1135': picture editor
 # '1136': political journalist
 # '1137': sports journalist
 # '1138': vlogger
 # '1139': broadcast news editor
 # '1140': business journalist
 # '1141': columnist
 # '1142': copy editor
 # '1143': crime journalist
 # '1144': critic
 # '1145': editor-in-chief
 # '1146': entertainment journalist
 # '1147': graphologist
 # '1148': interpreter
 # '1149': lexicographer
 # '1150': linguist
 # '1151': lawyer linguist
 # '1152': sign language interpreter
 # '1153': translator
 # '1154': localiser
 # '1155': subtitler
 # '1156': artistic painter
 # '1157': storyboard artist
 # '1158': video artist
 # '1159': art restorer
 # '1160': cartoonist
 # '1161': ceramicist
 # '1162': conceptual artist
 # '1163': drawing artist
 # '1164': glass artist
 # '1165': printmaker
 # '1166': sculptor
 # '1167': composer
 # '1168': music arranger
 # '1169': music director
 # '1170': musician
 # '1171': musical conductor
 # '1172': choirmaster/choirmistress
 # '1173': singer
 # '1174': "r\xE9p\xE9titeur"
 # '1175': sound artist
 # '1176': choreographer
 # '1177': choreologist
 # '1178': "dance r\xE9p\xE9titeur"
 # '1179': dancer
 # '1180': art director
 # '1181': animation director
 # '1182': casting director
 # '1183': director of photography
 # '1184': performance lighting director
 # '1185': production designer
 # '1186': stage director
 # '1187': technical director
 # '1188': video and motion picture director
 # '1189': post-production supervisor
 # '1190': producer
 # '1191': music producer
 # '1192': video and motion picture producer
 # '1193': radio producer
 # '1194': video and motion picture editor
 # '1195': actor/actress
 # '1196': voice-over artist
 # '1197': audio describer
 # '1198': news anchor
 # '1199': presenter
 # '1200': community artist
 # '1201': performance artist
 # '1202': circus artist
 # '1203': disc jockey
 # '1204': puppeteer
 # '1205': stand-up comedian
 # '1206': street performer
 # '1207': variety artist
 # '1208': street artist
 # '1209': tourist animator
 # '1210': chemistry technician
 # '1211': chromatographer
 # '1212': nuclear technician
 # '1213': physics technician
 # '1214': radiation protection technician
 # '1215': remote sensing technician
 # '1216': soil surveying technician
 # '1217': food analyst
 # '1218': geology technician
 # '1219': hydrographic surveying technician
 # '1220': leather laboratory technician
 # '1221': material testing technician
 # '1222': meteorology technician
 # '1223': metrology technician
 # '1224': civil engineering technician
 # '1225': bridge inspector
 # '1226': rail maintenance technician
 # '1227': road maintenance technician
 # '1228': sewerage maintenance technician
 # '1229': water systems engineering technician
 # '1230': building inspector
 # '1231': construction quality inspector
 # '1232': construction quality manager
 # '1233': energy assessor
 # '1234': domestic energy assessor
 # '1235': fire inspector
 # '1236': fire protection technician
 # '1237': fire safety tester
 # '1238': landfill supervisor
 # '1239': surveying technician
 # '1240': construction safety inspector
 # '1241': construction safety manager
 # '1242': corrosion technician
 # '1243': energy analyst
 # '1244': energy conservation officer
 # '1245': energy consultant
 # '1246': engineering assistant
 # '1247': railway infrastructure inspector
 # '1248': electrical engineering technician
 # '1249': calibration technician
 # '1250': electromechanical engineering technician
 # '1251': hydropower technician
 # '1252': electronics engineering technician
 # '1253': avionics inspector
 # '1254': sensor engineering technician
 # '1255': computer hardware engineering technician
 # '1256': computer hardware test technician
 # '1257': instrumentation engineering technician
 # '1258': medical device engineering technician
 # '1259': microelectronics engineering technician
 # '1260': microelectronics maintenance technician
 # '1261': microsystem engineering technician
 # '1262': optoelectronic engineering technician
 # '1263': mechanical engineering technician
 # '1264': aerospace engineering technician
 # '1265': material stress analyst
 # '1266': mechatronics engineering technician
 # '1267': motor vehicle engine inspector
 # '1268': motor vehicle engine tester
 # '1269': optomechanical engineering technician
 # '1270': pneumatic engineering technician
 # '1271': production engineering technician
 # '1272': refrigeration air condition and heat pump technician
 # '1273': rolling stock engineering technician
 # '1274': rolling stock engine inspector
 # '1275': aircraft engine inspector
 # '1276': rolling stock engine tester
 # '1277': rolling stock inspector
 # '1278': vessel engine inspector
 # '1279': vessel engine tester
 # '1280': welding inspector
 # '1281': aircraft engine tester
 # '1282': automotive engineering technician
 # '1283': heating, ventilation, air conditioning and refrigeration engineering technician
 # '1284': industrial maintenance supervisor
 # '1285': marine engineering technician
 # '1286': marine mechatronics technician
 # '1287': marine surveyor
 # '1288': chemical engineering technician
 # '1289': asphalt laboratory technician
 # '1290': chemical manufacturing quality technician
 # '1291': colour sampling technician
 # '1292': hazardous waste technician
 # '1293': desalination technician
 # '1294': geotechnician
 # '1295': metallurgical technician
 # '1296': mine safety officer
 # '1297': mine surveying technician
 # '1298': 3D printing technician
 # '1299': clothing CAD technician
 # '1300': drafter
 # '1301': aerospace engineering drafter
 # '1302': marine engineering drafter
 # '1303': mechanical engineering drafter
 # '1304': product development engineering drafter
 # '1305': rolling stock engineering drafter
 # '1306': architectural drafter
 # '1307': automotive engineering drafter
 # '1308': civil drafter
 # '1309': computer-aided design operator
 # '1310': electrical drafter
 # '1311': electromechanical drafter
 # '1312': electronics drafter
 # '1313': heating, ventilation, air conditioning (and refrigeration) drafter
 # '1314': printed circuit board designer
 # '1315': airport maintenance technician
 # '1316': metal additive manufacturing operator
 # '1317': offshore renewable energy technician
 # '1318': photonics engineering technician
 # '1319': pipeline compliance coordinator
 # '1320': process engineering technician
 # '1321': product development engineering technician
 # '1322': quality engineering technician
 # '1323': footwear quality control laboratory technician
 # '1324': footwear quality technician
 # '1325': leather goods quality control laboratory technician
 # '1326': leather goods quality technician
 # '1327': textile chemical quality technician
 # '1328': textile quality technician
 # '1329': tanning technician
 # '1330': textile process controller
 # '1331': utilities inspector
 # '1332': automation engineering technician
 # '1333': robotics engineering technician
 # '1334': aviation safety officer
 # '1335': commissioning technician
 # '1336': food technician
 # '1337': footwear product developer
 # '1338': footwear production technician
 # '1339': industrial engineering technician
 # '1340': leather goods manufacturing technician
 # '1341': mine supervisor
 # '1342': mine shift manager
 # '1343': dairy processing technician
 # '1344': food production planner
 # '1345': industrial assembly supervisor
 # '1346': aircraft assembly supervisor
 # '1347': container equipment assembly supervisor
 # '1348': footwear assembly supervisor
 # '1349': machinery assembly supervisor
 # '1350': motor vehicle assembly supervisor
 # '1351': rolling stock assembly supervisor
 # '1352': vessel assembly supervisor
 # '1353': wood assembly supervisor
 # '1354': production supervisor
 # '1355': animal feed supervisor
 # '1356': metal production supervisor
 # '1357': optical instrument production supervisor
 # '1358': paper mill supervisor
 # '1359': plastic and rubber products manufacturing supervisor
 # '1360': precision mechanics supervisor
 # '1361': print studio supervisor
 # '1362': wood production supervisor
 # '1363': chemical processing supervisor
 # '1364': distillery supervisor
 # '1365': electrical equipment production supervisor
 # '1366': electronics production supervisor
 # '1367': footwear production supervisor
 # '1368': leather goods production supervisor
 # '1369': machine operator supervisor
 # '1370': malt house supervisor
 # '1371': waste management supervisor
 # '1372': construction general supervisor
 # '1373': bricklaying supervisor
 # '1374': dredging supervisor
 # '1375': electrical supervisor
 # '1376': glass installation supervisor
 # '1377': insulation supervisor
 # '1378': lift installation supervisor
 # '1379': paperhanger supervisor
 # '1380': plastering supervisor
 # '1381': plumbing supervisor
 # '1382': power lines supervisor
 # '1383': rail construction supervisor
 # '1384': bridge construction supervisor
 # '1385': road construction supervisor
 # '1386': roofing supervisor
 # '1387': sewer construction supervisor
 # '1388': structural ironwork supervisor
 # '1389': terrazzo setter supervisor
 # '1390': tiling supervisor
 # '1391': water conservation technician supervisor
 # '1392': carpenter supervisor
 # '1393': concrete finisher supervisor
 # '1394': construction painting supervisor
 # '1395': construction scaffolding supervisor
 # '1396': crane crew supervisor
 # '1397': demolition supervisor
 # '1398': dismantling supervisor
 # '1399': underwater construction supervisor
 # '1400': offshore renewable energy plant operator
 # '1401': onshore wind farm technician
 # '1402': power production plant operator
 # '1403': electrical power distributor
 # '1404': electrical transmission system operator
 # '1405': fossil-fuel power plant operator
 # '1406': geothermal power plant operator
 # '1407': hydroelectric plant operator
 # '1408': nuclear reactor operator
 # '1409': power plant control room operator
 # '1410': solar power plant operator
 # '1411': steam turbine operator
 # '1412': incinerator operator
 # '1413': liquid waste treatment plant operator
 # '1414': solid waste operator
 # '1415': wastewater treatment operator
 # '1416': wastewater treatment technician
 # '1417': water plant technician
 # '1418': water treatment systems operator
 # '1419': chemical processing plant controller
 # '1420': air separation plant operator
 # '1421': biogas technician
 # '1422': chemical plant control room operator
 # '1423': gas processing plant supervisor
 # '1424': gas station operator
 # '1425': gas processing plant control room operator
 # '1426': gas processing plant operator
 # '1427': oil refinery control room operator
 # '1428': petroleum pump system operator
 # '1429': refinery shift manager
 # '1430': metal furnace operator
 # '1431': automated assembly line operator
 # '1432': clothing process control technician
 # '1433': industrial robot controller
 # '1434': pulp control operator
 # '1435': biotechnical technician
 # '1436': scientific laboratory technician
 # '1437': bacteriology technician
 # '1438': biochemistry technician
 # '1439': biology technician
 # '1440': botanical technician
 # '1441': zoology technician
 # '1442': agricultural technician
 # '1443': aquaculture quality supervisor
 # '1444': aquaculture site supervisor
 # '1445': viticulture adviser
 # '1446': forestry technician
 # '1447': fisheries refrigeration engineer
 # '1448': marine chief engineer
 # '1449': ship assistant engineer
 # '1450': ship duty engineer
 # '1451': deck officer
 # '1452': helmsman
 # '1453': maritime pilot
 # '1454': ship captain
 # '1455': skipper
 # '1456': aircraft maintenance engineer
 # '1457': aircraft pilot
 # '1458': co-pilot
 # '1459': commercial pilot
 # '1460': airline transport pilot
 # '1461': flight instructor
 # '1462': helicopter pilot
 # '1463': private pilot
 # '1464': second officer
 # '1465': astronaut
 # '1466': drone pilot
 # '1467': air traffic controller
 # '1468': aeronautical information service officer
 # '1469': aeronautical information specialist
 # '1470': airport operations officer
 # '1471': aviation inspector
 # '1472': flight operations officer
 # '1473': air traffic safety technician
 # '1474': clinical perfusion scientist
 # '1475': radiation therapist
 # '1476': medical laboratory assistant
 # '1477': pharmacy assistant
 # '1478': pharmacy technician
 # '1479': audiology technician
 # '1480': dental technician
 # '1481': prosthetist-orthotist
 # '1482': prosthetic-orthotics technician
 # '1483': maternity support worker
 # '1484': herbal therapist
 # '1485': alternative animal therapist
 # '1486': veterinary technician
 # '1487': animal artificial insemination technician
 # '1488': animal embryo transfer technician
 # '1489': equine dental technician
 # '1490': veterinary nurse
 # '1491': dental chairside assistant
 # '1492': dental hygienist
 # '1493': medical records clerk
 # '1494': clinical coder
 # '1495': medical records manager
 # '1496': picture archiving and communication systems administrator
 # '1497': waiting list coordinator
 # '1498': community health worker
 # '1499': first aid instructor
 # '1500': optician
 # '1501': optical technician
 # '1502': massage therapist
 # '1503': physiotherapy assistant
 # '1504': shiatsu practitioner
 # '1505': sophrologist
 # '1506': doctors' surgery assistant
 # '1507': environmental health inspector
 # '1508': food regulatory advisor
 # '1509': food safety inspector
 # '1510': industrial waste inspector
 # '1511': hazardous materials inspector
 # '1512': hazardous waste inspector
 # '1513': occupational health and safety inspector
 # '1514': healthcare inspector
 # '1515': transport health and safety inspector
 # '1516': health and safety inspector
 # '1517': emergency ambulance driver
 # '1518': paramedic in emergency responses
 # '1519': anaesthetic technician
 # '1520': assistant clinical psychologist
 # '1521': chiropractic assistant
 # '1522': covid tester
 # '1523': dietetic technician
 # '1524': respiratory therapy technician
 # '1525': temperature screener
 # '1526': asset manager
 # '1527': financial broker
 # '1528': foreign exchange broker
 # '1529': mortgage broker
 # '1530': mutual fund broker
 # '1531': securities broker
 # '1532': securities underwriter
 # '1533': stock broker
 # '1534': financial trader
 # '1535': energy trader
 # '1536': foreign exchange trader
 # '1537': futures trader
 # '1538': securities trader
 # '1539': stock trader
 # '1540': bank account manager
 # '1541': credit adviser
 # '1542': credit analyst
 # '1543': credit manager
 # '1544': credit risk analyst
 # '1545': loan officer
 # '1546': mortgage loan underwriter
 # '1547': student financial support coordinator
 # '1548': accounting assistant
 # '1549': bookkeeper
 # '1550': grants administrator
 # '1551': actuarial assistant
 # '1552': statistical assistant
 # '1553': foreclosure specialist
 # '1554': gemmologist
 # '1555': insurance claims handler
 # '1556': insurance fraud investigator
 # '1557': loss adjuster
 # '1558': personal property appraiser
 # '1559': property appraiser
 # '1560': real estate surveyor
 # '1561': insurance broker
 # '1562': insurance risk consultant
 # '1563': insurance underwriter
 # '1564': property insurance underwriter
 # '1565': commercial sales representative
 # '1566': electricity sales representative
 # '1567': renewable energy sales representative
 # '1568': costume buyer
 # '1569': purchaser
 # '1570': green coffee buyer
 # '1571': ICT buyer
 # '1572': purchase planner
 # '1573': textile sourcing merchandiser
 # '1574': set buyer
 # '1575': standalone public buyer
 # '1576': timber trader
 # '1577': commodity broker
 # '1578': shipbroker
 # '1579': waste broker
 # '1580': commodity trader
 # '1581': non-vessel operating common carrier
 # '1582': wholesale merchant
 # '1583': wholesale merchant in agricultural machinery and equipment
 # '1584': wholesale merchant in electrical household appliances
 # '1585': wholesale merchant in electronic and telecommunications equipment and parts
 # '1586': wholesale merchant in fish, crustaceans and molluscs
 # '1587': wholesale merchant in flowers and plants
 # '1588': wholesale merchant in fruit and vegetables
 # '1589': wholesale merchant in furniture, carpets and lighting equipment
 # '1590': wholesale merchant in hardware, plumbing and heating equipment and supplies
 # '1591': wholesale merchant in hides, skins and leather products
 # '1592': wholesale merchant in household goods
 # '1593': wholesale merchant in live animals
 # '1594': wholesale merchant in agricultural raw materials, seeds and animal feeds
 # '1595': wholesale merchant in machinery, industrial equipment, ships and aircraft
 # '1596': wholesale merchant in machine tools
 # '1597': wholesale merchant in meat and meat products
 # '1598': wholesale merchant in metals and metal ores
 # '1599': wholesale merchant in mining, construction and civil engineering machinery
 # '1600': wholesale merchant in office furniture
 # '1601': wholesale merchant in office machinery and equipment
 # '1602': wholesale merchant in perfume and cosmetics
 # '1603': wholesale merchant in pharmaceutical goods
 # '1604': wholesale merchant in sugar, chocolate and sugar confectionery
 # '1605': wholesale merchant in beverages
 # '1606': wholesale merchant in textile industry machinery
 # '1607': wholesale merchant in textiles and textile semi-finished and raw materials
 # '1608': wholesale merchant in tobacco products
 # '1609': wholesale merchant in waste and scrap
 # '1610': wholesale merchant in watches and jewellery
 # '1611': wholesale merchant in wood and construction materials
 # '1612': wholesale merchant in chemical products
 # '1613': wholesale merchant in china and other glassware
 # '1614': wholesale merchant in clothing and footwear
 # '1615': wholesale merchant in coffee, tea, cocoa and spices
 # '1616': wholesale merchant in computers, computer peripheral equipment and software
 # '1617': wholesale merchant in dairy products and edible oils
 # '1618': customs and excise officer
 # '1619': forwarding manager
 # '1620': import export specialist
 # '1621': import export specialist in agricultural machinery and equipment
 # '1622': import export specialist in electrical household appliances
 # '1623': import export specialist in electronic and telecommunications equipment
 # '1624': import export specialist in fish, crustaceans and molluscs
 # '1625': import export specialist in flowers and plants
 # '1626': import export specialist in fruit and vegetables
 # '1627': import export specialist in furniture, carpets and lighting equipment
 # '1628': import export specialist in hardware, plumbing and heating equipment
 # '1629': import export specialist in hides, skins and leather products
 # '1630': import export specialist in household goods
 # '1631': import export specialist in live animals
 # '1632': import export specialist in agricultural raw materials, seeds and animal feeds
 # '1633': import export specialist in machinery, industrial equipment, ships and aircraft
 # '1634': import export specialist in machine tools
 # '1635': import export specialist in meat and meat products
 # '1636': import export specialist in metals and metal ores
 # '1637': import export specialist in mining, construction, civil engineering machinery
 # '1638': import export specialist in office furniture
 # '1639': import export specialist in office machinery and equipment
 # '1640': import export specialist in perfume and cosmetics
 # '1641': import export specialist in pharmaceutical goods
 # '1642': import export specialist in sugar, chocolate and sugar confectionery
 # '1643': import export specialist in beverages
 # '1644': import export specialist in textile industry machinery
 # '1645': import export specialist in textiles and textile semi-finished and raw materials
 # '1646': import export specialist in tobacco products
 # '1647': import export specialist in waste and scrap
 # '1648': import export specialist in watches and jewellery
 # '1649': import export specialist in wood and construction materials
 # '1650': import export specialist in chemical products
 # '1651': import export specialist in china and other glassware
 # '1652': import export specialist in clothing and footwear
 # '1653': import export specialist in coffee, tea, cocoa and spices
 # '1654': import export specialist in computers, peripheral equipment and software
 # '1655': import export specialist in dairy products and edible oils
 # '1656': shipping agent
 # '1657': international forwarding operations coordinator
 # '1658': event assistant
 # '1659': event manager
 # '1660': venue director
 # '1661': wedding planner
 # '1662': venue programmer
 # '1663': employment agent
 # '1664': housing manager
 # '1665': property acquisitions manager
 # '1666': title closer
 # '1667': real estate agent
 # '1668': letting agent
 # '1669': real estate investor
 # '1670': real estate leasing manager
 # '1671': real estate manager
 # '1672': advertising sales agent
 # '1673': auctioneer
 # '1674': intellectual property consultant
 # '1675': promoter
 # '1676': publishing rights manager
 # '1677': relocation officer
 # '1678': talent agent
 # '1679': tourism contract negotiator
 # '1680': call centre analyst
 # '1681': call centre quality auditor
 # '1682': call centre supervisor
 # '1683': contact centre supervisor
 # '1684': data entry supervisor
 # '1685': field survey manager
 # '1686': office manager
 # '1687': civil registrar
 # '1688': legal administrative assistant
 # '1689': administrative assistant
 # '1690': court reporter
 # '1691': education administrator
 # '1692': fundraising assistant
 # '1693': international student exchange coordinator
 # '1694': procurement support officer
 # '1695': project support officer
 # '1696': supply chain assistant
 # '1697': editorial assistant
 # '1698': executive assistant
 # '1699': management assistant
 # '1700': scopist
 # '1701': medical administrative assistant
 # '1702': medical practice manager
 # '1703': medical transcriptionist
 # '1704': customs officer
 # '1705': hand luggage inspector
 # '1706': immigration officer
 # '1707': tax compliance officer
 # '1708': tax inspector
 # '1709': social security inspector
 # '1710': social security officer
 # '1711': pensions administrator
 # '1712': immigration adviser
 # '1713': licensing officer
 # '1714': passport officer
 # '1715': criminal investigator
 # '1716': police detective
 # '1717': police inspector
 # '1718': agricultural inspector
 # '1719': consumer rights advisor
 # '1720': fisheries observer
 # '1721': forestry inspector
 # '1722': freight inspector
 # '1723': marine cargo inspector
 # '1724': gaming inspector
 # '1725': weights and measures inspector
 # '1726': case administrator
 # '1727': conveyance clerk
 # '1728': court administrative officer
 # '1729': court bailiff
 # '1730': court clerk
 # '1731': court enforcement officer
 # '1732': legal assistant
 # '1733': private detective
 # '1734': store detective
 # '1735': justice of the peace
 # '1736': crisis helpline operator
 # '1737': legal guardian
 # '1738': life coach
 # '1739': social care worker
 # '1740': adult community care worker
 # '1741': residential childcare worker
 # '1742': residential home adult care worker
 # '1743': residential home older adult care worker
 # '1744': residential home young people care worker
 # '1745': care at home worker
 # '1746': child welfare worker
 # '1747': disability support worker
 # '1748': family support worker
 # '1749': foster care support worker
 # '1750': housing support worker
 # '1751': mental health support worker
 # '1752': residential care home worker
 # '1753': social work assistant
 # '1754': volunteer mentor
 # '1755': monk/nun
 # '1756': pastoral worker
 # '1757': professional athlete
 # '1758': artistic coach
 # '1759': lifeguard instructor
 # '1760': sports coach
 # '1761': football coach
 # '1762': sports instructor
 # '1763': boxing instructor
 # '1764': golf instructor
 # '1765': ice-skating coach
 # '1766': ski instructor
 # '1767': snowboard instructor
 # '1768': swimming teacher
 # '1769': tennis coach
 # '1770': sports official
 # '1771': activity leader
 # '1772': outdoor activities coordinator
 # '1773': outdoor animator
 # '1774': assistant outdoor animator
 # '1775': outdoor activities instructor
 # '1776': survival instructor
 # '1777': specialised outdoor animator
 # '1778': fitness instructor
 # '1779': leisure attendant
 # '1780': personal trainer
 # '1781': pilates teacher
 # '1782': sport therapist
 # '1783': horse riding instructor
 # '1784': mountain guide
 # '1785': photographer
 # '1786': photojournalist
 # '1787': interior designer
 # '1788': interior planner
 # '1789': merchandiser
 # '1790': miniature set designer
 # '1791': set builder
 # '1792': scenic painter
 # '1793': set designer
 # '1794': visual merchandiser
 # '1795': art handler
 # '1796': big data archive librarian
 # '1797': taxidermist
 # '1798': chef
 # '1799': head chef
 # '1800': pastry chef
 # '1801': head pastry chef
 # '1802': private chef
 # '1803': assistant stage director
 # '1804': head of workshop
 # '1805': location manager
 # '1806': mask maker
 # '1807': media integration operator
 # '1808': performance flying director
 # '1809': performance lighting technician
 # '1810': intelligent lighting engineer
 # '1811': prompter
 # '1812': prop maker
 # '1813': prop master/prop mistress
 # '1814': pyrotechnic designer
 # '1815': assistant video and motion picture director
 # '1816': pyrotechnician
 # '1817': script supervisor
 # '1818': stage manager
 # '1819': stand-in
 # '1820': stunt performer
 # '1821': theatre technician
 # '1822': followspot operator
 # '1823': light board operator
 # '1824': scenery technician
 # '1825': stage machinist
 # '1826': stage technician
 # '1827': audio production technician
 # '1828': automated fly bar operator
 # '1829': body artist
 # '1830': broadcasting programme director
 # '1831': dresser
 # '1832': costume attendant
 # '1833': extra
 # '1834': fight director
 # '1835': data centre operator
 # '1836': ICT help desk agent
 # '1837': ICT help desk manager
 # '1838': ICT security technician
 # '1839': ICT technician
 # '1840': aviation data communications manager
 # '1841': ICT network technician
 # '1842': webmaster
 # '1843': audio-visual technician
 # '1844': boom operator
 # '1845': sound operator
 # '1846': video technician
 # '1847': camera operator
 # '1848': performance rental technician
 # '1849': performance video operator
 # '1850': projectionist
 # '1851': recording studio technician
 # '1852': sound designer
 # '1853': sound editor
 # '1854': sound mastering engineer
 # '1855': broadcast technician
 # '1856': telecommunications engineering technician
 # '1857': office clerk
 # '1858': membership administrator
 # '1859': secretary
 # '1860': typist
 # '1861': data entry clerk
 # '1862': bank teller
 # '1863': post office counter clerk
 # '1864': bingo caller
 # '1865': bookmaker
 # '1866': casino cashier
 # '1867': casino gaming manager
 # '1868': casino pit boss
 # '1869': gaming dealer
 # '1870': lottery operator
 # '1871': odds compiler
 # '1872': race track operator
 # '1873': pawnbroker
 # '1874': debt collector
 # '1875': insurance collector
 # '1876': ground steward/ground stewardess
 # '1877': host/hostess
 # '1878': ticket sales agent
 # '1879': railway sales agent
 # '1880': tourist information officer
 # '1881': tour operator representative
 # '1882': tour organiser
 # '1883': travel agent
 # '1884': travel consultant
 # '1885': customer contact centre information clerk
 # '1886': live chat operator
 # '1887': telephone switchboard operator
 # '1888': emergency medical dispatcher
 # '1889': hospitality establishment receptionist
 # '1890': camping ground operative
 # '1891': night auditor
 # '1892': customer service representative
 # '1893': receptionist
 # '1894': front line medical receptionist
 # '1895': veterinary receptionist
 # '1896': market research interviewer
 # '1897': survey enumerator
 # '1898': contact tracing agent
 # '1899': hotel concierge
 # '1900': billing clerk
 # '1901': sales support assistant
 # '1902': auditing clerk
 # '1903': back office specialist
 # '1904': financial markets back office administrator
 # '1905': foreign exchange cashier
 # '1906': insurance clerk
 # '1907': investment clerk
 # '1908': property assistant
 # '1909': tax clerk
 # '1910': payroll clerk
 # '1911': inventory coordinator
 # '1912': footwear factory warehouse operator
 # '1913': leather goods warehouse operator
 # '1914': raw material reception operator
 # '1915': raw materials warehouse specialist
 # '1916': warehouse operators for clothing
 # '1917': machinery assembly coordinator
 # '1918': aircraft cargo operations coordinator
 # '1919': pipeline route manager
 # '1920': port coordinator
 # '1921': rail logistics coordinator
 # '1922': rail traffic controller
 # '1923': road transport maintenance scheduler
 # '1924': ship pilot dispatcher
 # '1925': ship planner
 # '1926': taxi controller
 # '1927': tram controller
 # '1928': vessel operations coordinator
 # '1929': aircraft dispatcher
 # '1930': water traffic coordinator
 # '1931': baggage flow supervisor
 # '1932': bus route supervisor
 # '1933': dangerous goods safety adviser
 # '1934': freight transport dispatcher
 # '1935': gas scheduling representative
 # '1936': gas transmission system operator
 # '1937': move coordinator
 # '1938': library assistant
 # '1939': mail clerk
 # '1940': postman/postwoman
 # '1941': proofreader
 # '1942': file clerk
 # '1943': human resources assistant
 # '1944': advertising assistant
 # '1945': foreign language correspondence clerk
 # '1946': cabin crew manager
 # '1947': steward/stewardess
 # '1948': flight attendant
 # '1949': ship steward/ship stewardess
 # '1950': train attendant
 # '1951': chief conductor
 # '1952': railway passenger service agent
 # '1953': train conductor
 # '1954': passenger fare controller
 # '1955': tourist guide
 # '1956': environmental education officer
 # '1957': park guide
 # '1958': zoo educator
 # '1959': cook
 # '1960': diet cook
 # '1961': fish cook
 # '1962': grill cook
 # '1963': industrial cook
 # '1964': restaurant host/restaurant hostess
 # '1965': waiter/waitress
 # '1966': head waiter/head waitress
 # '1967': sommelier
 # '1968': beer sommelier
 # '1969': head sommelier
 # '1970': wine sommelier
 # '1971': bartender
 # '1972': barista
 # '1973': cocktail bartender
 # '1974': hairdresser
 # '1975': barber
 # '1976': hairdresser assistant
 # '1977': hair stylist
 # '1978': performance hairdresser
 # '1979': aesthetician
 # '1980': spa attendant
 # '1981': tanning consultant
 # '1982': weight loss consultant
 # '1983': beauty salon attendant
 # '1984': hair removal technician
 # '1985': make-up and hair designer
 # '1986': make-up artist
 # '1987': manicurist
 # '1988': masseur/masseuse
 # '1989': pedicurist
 # '1990': personal stylist
 # '1991': hotel butler
 # '1992': housekeeping supervisor
 # '1993': bed and breakfast operator
 # '1994': domestic housekeeper
 # '1995': domestic butler
 # '1996': building caretaker
 # '1997': amusement park cleaner
 # '1998': house sitter
 # '1999': verger
 # '2000': astrologer
 # '2001': fortune teller
 # '2002': medium
 # '2003': psychic
 # '2004': companion
 # '2005': cemetery attendant
 # '2006': embalmer
 # '2007': funeral attendant
 # '2008': funeral services director
 # '2009': animal care attendant
 # '2010': animal groomer
 # '2011': kennel worker
 # '2012': zookeeper
 # '2013': zoo section leader
 # '2014': animal handler
 # '2015': animal trainer
 # '2016': dog trainer
 # '2017': guide dog instructor
 # '2018': horse trainer
 # '2019': animal shelter worker
 # '2020': cattle pedicure
 # '2021': dog breeder
 # '2022': kennel supervisor
 # '2023': pet sitter
 # '2024': driving instructor
 # '2025': bus driving instructor
 # '2026': car driving instructor
 # '2027': motorcycle instructor
 # '2028': truck driving instructor
 # '2029': vessel steering instructor
 # '2030': club host/club hostess
 # '2031': dating service consultant
 # '2032': escort
 # '2033': market vendor
 # '2034': street food vendor
 # '2035': retail entrepreneur
 # '2036': shop supervisor
 # '2037': checkout supervisor
 # '2038': car leasing agent
 # '2039': motor vehicles parts advisor
 # '2040': personal shopper
 # '2041': sales assistant
 # '2042': sales processor
 # '2043': shop assistant
 # '2044': specialised seller
 # '2045': ammunition specialised seller
 # '2046': computer games, multimedia and software specialised seller
 # '2047': confectionery specialised seller
 # '2048': cosmetics and perfume specialised seller
 # '2049': delicatessen specialised seller
 # '2050': domestic appliances specialised seller
 # '2051': eyewear and optical equipment specialised seller
 # '2052': fish and seafood specialised seller
 # '2053': floor and wall coverings specialised seller
 # '2054': flower and garden specialised seller
 # '2055': fruit and vegetables specialised seller
 # '2056': audio and video equipment specialised seller
 # '2057': furniture specialised seller
 # '2058': hardware and paint specialised seller
 # '2059': jewellery and watches specialised seller
 # '2060': meat and meat products specialised seller
 # '2061': medical goods specialised seller
 # '2062': motor vehicles specialised seller
 # '2063': music and video shop specialised seller
 # '2064': orthopaedic supplies specialised seller
 # '2065': pet and pet food specialised seller
 # '2066': press and stationery specialised seller
 # '2067': audiology equipment specialised seller
 # '2068': second-hand goods specialised seller
 # '2069': shoe and leather accessories specialised seller
 # '2070': specialised antique dealer
 # '2071': sporting accessories specialised seller
 # '2072': telecommunications equipment specialised seller
 # '2073': textile specialised seller
 # '2074': tobacco specialised seller
 # '2075': toys and games specialised seller
 # '2076': bakery specialised seller
 # '2077': beverages specialised seller
 # '2078': bookshop specialised seller
 # '2079': building materials specialised seller
 # '2080': clothing specialised seller
 # '2081': computer and accessories specialised seller
 # '2082': cashier
 # '2083': lottery cashier
 # '2084': ticket issuing clerk
 # '2085': art model
 # '2086': fashion model
 # '2087': promotions demonstrator
 # '2088': door to door seller
 # '2089': call centre agent
 # '2090': fuel station specialised seller
 # '2091': food service worker
 # '2092': quick service restaurant team leader
 # '2093': rental manager
 # '2094': rental service representative
 # '2095': rental service representative in other machinery, equipment and tangible goods
 # '2096': rental service representative in agricultural machinery and equipment
 # '2097': rental service representative in air transport equipment
 # '2098': rental service representative in cars and light motor vehicles
 # '2099': rental service representative in construction and civil engineering machinery
 # '2100': rental service representative in office machinery and equipment
 # '2101': rental service representative in trucks
 # '2102': rental service representative in water transport equipment
 # '2103': rental service representative in personal and household goods
 # '2104': rental service representative in recreational and sports goods
 # '2105': rental service representative in video tapes and disks
 # '2106': vehicle rental agent
 # '2107': child care worker
 # '2108': au pair
 # '2109': babysitter
 # '2110': child day care worker
 # '2111': nanny
 # '2112': school bus attendant
 # '2113': early years teaching assistant
 # '2114': primary school teaching assistant
 # '2115': secondary school teaching assistant
 # '2116': special educational needs assistant
 # '2117': healthcare assistant
 # '2118': nurse assistant
 # '2119': home care aide
 # '2120': hospital porter
 # '2121': phlebotomist
 # '2122': sterile services technician
 # '2123': firefighter
 # '2124': industrial firefighter
 # '2125': marine firefighter
 # '2126': mine rescue officer
 # '2127': pump operator
 # '2128': police officer
 # '2129': juvenile correctional officer
 # '2130': prison officer
 # '2131': security guard
 # '2132': airport security officer
 # '2133': armoured car guard
 # '2134': bodyguard
 # '2135': door supervisor
 # '2136': gate guard
 # '2137': hospitality establishment security officer
 # '2138': security alarm investigator
 # '2139': security consultant
 # '2140': security guard supervisor
 # '2141': aircraft marshaller
 # '2142': game keeper
 # '2143': civil enforcement officer
 # '2144': coastguard watch officer
 # '2145': crossing guard
 # '2146': crowd controller
 # '2147': emergency response worker
 # '2148': life guard
 # '2149': street warden
 # '2150': animal welfare inspector
 # '2151': agronomic crop production team leader
 # '2152': arboriculturist
 # '2153': fruit production team leader
 # '2154': vineyard supervisor
 # '2155': hop farmer
 # '2156': vineyard cellar master
 # '2157': vineyard machinery operator
 # '2158': vineyard manager
 # '2159': groundsman/groundswoman
 # '2160': horticulture production manager
 # '2161': horticulture production team leader
 # '2162': interior landscaper
 # '2163': landscape gardener
 # '2164': tree surgeon
 # '2165': crop production manager
 # '2166': cattle breeder
 # '2167': equine yard manager
 # '2168': horse breeder
 # '2169': pig breeder
 # '2170': sheep breeder
 # '2171': shepherd
 # '2172': poultry breeder
 # '2173': poultry sexer
 # '2174': bee breeder
 # '2175': fur animals breeder
 # '2176': farm manager
 # '2177': mixed farmer
 # '2178': forest ranger
 # '2179': aquaculture cage technician
 # '2180': aquaculture recirculation technician
 # '2181': water-based aquaculture technician
 # '2182': aquaculture harvesting technician
 # '2183': aquaculture hatchery manager
 # '2184': aquaculture hatchery technician
 # '2185': aquaculture hatchery worker
 # '2186': aquaculture husbandry technician
 # '2187': aquaculture husbandry worker
 # '2188': aquaculture mooring manager
 # '2189': aquaculture rearing technician
 # '2190': fisheries boatman
 # '2191': deep-sea fishery worker
 # '2192': fisheries master
 # '2193': fisheries boatmaster
 # '2194': hunter
 # '2195': house builder
 # '2196': bricklayer
 # '2197': stonemason
 # '2198': stone engraver
 # '2199': concrete finisher
 # '2200': terrazzo setter
 # '2201': carpenter
 # '2202': door installer
 # '2203': fireplace installer
 # '2204': kitchen unit installer
 # '2205': staircase installer
 # '2206': window installer
 # '2207': frame maker
 # '2208': construction scaffolder
 # '2209': demolition worker
 # '2210': manufactured wooden building assembler
 # '2211': steeplejack
 # '2212': roofer
 # '2213': carpet fitter
 # '2214': hardwood floor layer
 # '2215': resilient floor layer
 # '2216': tile fitter
 # '2217': ceiling installer
 # '2218': plasterer
 # '2219': insulation worker
 # '2220': plate glass installer
 # '2221': vehicle glazier
 # '2222': bathroom fitter
 # '2223': sewerage network operative
 # '2224': sewer construction worker
 # '2225': sprinkler fitter
 # '2226': water conservation technician
 # '2227': water network operative
 # '2228': drain technician
 # '2229': gas service technician
 # '2230': heating technician
 # '2231': irrigation system installer
 # '2232': irrigation technician
 # '2233': pipeline maintenance worker
 # '2234': plumber
 # '2235': septic tank servicer
 # '2236': heating and ventilation service engineer
 # '2237': construction painter
 # '2238': marine painter
 # '2239': paperhanger
 # '2240': lacquer spray gun operator
 # '2241': surface treatment operator
 # '2242': transport equipment painter
 # '2243': asbestos abatement worker
 # '2244': building exterior cleaner
 # '2245': chimney sweep
 # '2246': chimney sweep supervisor
 # '2247': decontamination worker
 # '2248': foundry operative
 # '2249': coquille casting worker
 # '2250': foundry moulder
 # '2251': mouldmaker
 # '2252': brazier
 # '2253': solderer
 # '2254': welder
 # '2255': electron beam welder
 # '2256': laser beam welder
 # '2257': pipe welder
 # '2258': spot welder
 # '2259': welding coordinator
 # '2260': boilermaker
 # '2261': container equipment assembler
 # '2262': coppersmith
 # '2263': sheet metal worker
 # '2264': dismantling worker
 # '2265': shipwright
 # '2266': structural ironworker
 # '2267': riveter
 # '2268': event scaffolder
 # '2269': stagehand
 # '2270': rigger
 # '2271': boat rigger
 # '2272': ground rigger
 # '2273': high rigger
 # '2274': rigging supervisor
 # '2275': tent installer
 # '2276': blacksmith
 # '2277': farrier
 # '2278': drop forging hammer worker
 # '2279': hydraulic forging press worker
 # '2280': mechanical forging press worker
 # '2281': casting mould maker
 # '2282': gunsmith
 # '2283': locksmith
 # '2284': precision mechanic
 # '2285': tool and die maker
 # '2286': boring machine operator
 # '2287': laser marking machine operator
 # '2288': metal nibbling operator
 # '2289': metal planer operator
 # '2290': moulding machine operator
 # '2291': ornamental metal worker
 # '2292': oxy fuel burning machine operator
 # '2293': plasma cutting machine operator
 # '2294': router operator
 # '2295': scrap metal operative
 # '2296': screw machine operator
 # '2297': briquetting machine operator
 # '2298': spark erosion machine operator
 # '2299': stamping press operator
 # '2300': straightening machine operator
 # '2301': swaging machine operator
 # '2302': thread rolling machine operator
 # '2303': upsetting machine operator
 # '2304': chain making machine operator
 # '2305': computer numerical control machine operator
 # '2306': engraving machine operator
 # '2307': grinding machine operator
 # '2308': laser cutting machine operator
 # '2309': lathe and turning machine operator
 # '2310': metalworking lathe operator
 # '2311': metal sawing machine operator
 # '2312': milling machine operator
 # '2313': punch press operator
 # '2314': water jet cutter operator
 # '2315': drilling machine operator
 # '2316': drill press operator
 # '2317': fitter and turner
 # '2318': gear machinist
 # '2319': heat treatment furnace operator
 # '2320': metal polisher
 # '2321': tool grinder
 # '2322': automotive brake technician
 # '2323': vehicle technician
 # '2324': coachbuilder
 # '2325': diesel engine mechanic
 # '2326': refurbishing technician
 # '2327': restoration technician
 # '2328': roadside vehicle technician
 # '2329': tyre fitter
 # '2330': vehicle maintenance attendant
 # '2331': vehicle maintenance supervisor
 # '2332': aircraft de-icer installer
 # '2333': aircraft engine specialist
 # '2334': aircraft gas turbine engine overhaul technician
 # '2335': aircraft maintenance coordinator
 # '2336': aircraft maintenance technician
 # '2337': construction equipment technician
 # '2338': marine mechanic
 # '2339': mining equipment mechanic
 # '2340': moulding machine technician
 # '2341': pneumatic systems technician
 # '2342': rotating equipment mechanic
 # '2343': textile machinery technician
 # '2344': crane technician
 # '2345': fisheries assistant engineer
 # '2346': fluid power technician
 # '2347': forge equipment technician
 # '2348': greaser
 # '2349': industrial machinery mechanic
 # '2350': land-based machinery technician
 # '2351': agricultural machinery technician
 # '2352': forestry machinery technician
 # '2353': marine fitter
 # '2354': bicycle mechanic
 # '2355': clock and watchmaker
 # '2356': optical instrument assembler
 # '2357': optical instrument repairer
 # '2358': precision instrument assembler
 # '2359': surgical instrument maker
 # '2360': watch and clock repairer
 # '2361': idiophone musical instruments maker
 # '2362': instrument technician
 # '2363': keyboard musical instrument maker
 # '2364': harpsichord maker
 # '2365': organ builder
 # '2366': piano maker
 # '2367': membranophone musical instruments maker
 # '2368': musical instrument technician
 # '2369': stringed musical instrument maker
 # '2370': guitar maker
 # '2371': harp maker
 # '2372': violin maker
 # '2373': wind musical instrument maker
 # '2374': jeweller
 # '2375': filigree maker
 # '2376': goldsmith
 # '2377': jewellery engraver
 # '2378': jewellery mounter
 # '2379': jewellery polisher
 # '2380': jewellery repairer
 # '2381': precious stone setter
 # '2382': silversmith
 # '2383': precious stone cutter
 # '2384': hand brick moulder
 # '2385': production potter
 # '2386': pottery and porcelain caster
 # '2387': glass-blower
 # '2388': glass beveller
 # '2389': decorative painter
 # '2390': ceramic painter
 # '2391': glass painter
 # '2392': porcelain painter
 # '2393': wood painter
 # '2394': glass engraver
 # '2395': metal engraver
 # '2396': sign maker
 # '2397': artisan papermaker
 # '2398': basketmaker
 # '2399': brush maker
 # '2400': toymaker
 # '2401': wicker furniture maker
 # '2402': woodcarver
 # '2403': carpet handicraft worker
 # '2404': carpet weaver
 # '2405': fishing net maker
 # '2406': knitter
 # '2407': leather goods artisanal worker
 # '2408': weaver
 # '2409': candle maker
 # '2410': sports equipment repair technician
 # '2411': prepress technician
 # '2412': imagesetter
 # '2413': lithographer
 # '2414': prepress operator
 # '2415': scanning operator
 # '2416': screen making technician
 # '2417': typesetter
 # '2418': digital printer
 # '2419': textile printer
 # '2420': flexographic press operator
 # '2421': gravure press operator
 # '2422': hot foil operator
 # '2423': offset printer
 # '2424': paper embossing press operator
 # '2425': printing textile technician
 # '2426': reprographics technician
 # '2427': screen printer
 # '2428': bindery operator
 # '2429': book-sewing machine operator
 # '2430': book restorer
 # '2431': print folding operator
 # '2432': electrician
 # '2433': building electrician
 # '2434': domestic electrician
 # '2435': industrial electrician
 # '2436': electric meter technician
 # '2437': event electrician
 # '2438': solar energy technician
 # '2439': automotive battery technician
 # '2440': power tool repair technician
 # '2441': rolling stock electrician
 # '2442': theme park technician
 # '2443': automotive electrician
 # '2444': electrical mechanic
 # '2445': geothermal technician
 # '2446': ground lighting officer
 # '2447': household appliances repair technician
 # '2448': lift technician
 # '2449': marine electrician
 # '2450': mining electrician
 # '2451': electricity distribution technician
 # '2452': cable jointer
 # '2453': overhead line worker
 # '2454': street lighting electrician
 # '2455': ATM repair technician
 # '2456': avionics technician
 # '2457': consumer electronics repair technician
 # '2458': marine electronics technician
 # '2459': office equipment repair technician
 # '2460': railway electronic technician
 # '2461': smart home installer
 # '2462': vehicle electronics installer
 # '2463': communication infrastructure maintainer
 # '2464': computer hardware repair technician
 # '2465': mobile devices technician
 # '2466': mobile phone repair technician
 # '2467': radio technician
 # '2468': security alarm technician
 # '2469': telecommunications equipment maintainer
 # '2470': telecommunications technician
 # '2471': butcher
 # '2472': halal butcher
 # '2473': kosher butcher
 # '2474': fish preparation operator
 # '2475': fish trimmer
 # '2476': meat cutter
 # '2477': meat preparations operator
 # '2478': slaughterer
 # '2479': halal slaughterer
 # '2480': kosher slaughterer
 # '2481': baker
 # '2482': chocolatier
 # '2483': confectioner
 # '2484': pasta maker
 # '2485': pastry maker
 # '2486': dairy products maker
 # '2487': milk reception operator
 # '2488': fruit and vegetable preserver
 # '2489': oil mill operator
 # '2490': oilseed presser
 # '2491': coffee taster
 # '2492': farm milk controller
 # '2493': food grader
 # '2494': malt master
 # '2495': master coffee roaster
 # '2496': curing room worker
 # '2497': leaf sorter
 # '2498': leaf tier
 # '2499': wood drying kiln operator
 # '2500': wood treater
 # '2501': antique furniture reproducer
 # '2502': cabinet maker
 # '2503': cooper
 # '2504': furniture finisher
 # '2505': furniture restorer
 # '2506': recreation model maker
 # '2507': nailing machine operator
 # '2508': wood boring machine operator
 # '2509': wooden furniture machine operator
 # '2510': wood pallet maker
 # '2511': wood sander
 # '2512': woodturner
 # '2513': costume maker
 # '2514': dressmaker
 # '2515': hide grader
 # '2516': milliner
 # '2517': tailor
 # '2518': wig and hairpiece maker
 # '2519': clothing CAD patternmaker
 # '2520': clothing cutter
 # '2521': clothing product grader
 # '2522': digital prototyper
 # '2523': leather goods CAD patternmaker
 # '2524': leather goods patternmaker
 # '2525': wearing apparel patternmaker
 # '2526': doll maker
 # '2527': embroiderer
 # '2528': glove maker
 # '2529': made-up textile articles manufacturer
 # '2530': sewing machinist
 # '2531': aircraft interior technician
 # '2532': mattress maker
 # '2533': upholsterer
 # '2534': furniture upholsterer
 # '2535': marine upholsterer
 # '2536': motor vehicle upholsterer
 # '2537': railway car upholsterer
 # '2538': leather sorter
 # '2539': tanner
 # '2540': leather goods manual operator
 # '2541': leather goods finishing operator
 # '2542': leather goods hand cutting operator
 # '2543': leather goods hand stitcher
 # '2544': shoemaker
 # '2545': bespoke footwear technician
 # '2546': footwear 3D developer
 # '2547': footwear CAD patternmaker
 # '2548': footwear hand sewer
 # '2549': footwear patternmaker
 # '2550': hand lasting operator
 # '2551': orthopaedic footwear technician
 # '2552': shoe repairer
 # '2553': construction commercial diver
 # '2554': harvest diver
 # '2555': rescue diver
 # '2556': shotfirer
 # '2557': automated optical inspection operator
 # '2558': product quality inspector
 # '2559': cigar inspector
 # '2560': clothing quality inspector
 # '2561': precision device inspector
 # '2562': textile quality inspector
 # '2563': veneer grader
 # '2564': automotive test driver
 # '2565': battery test technician
 # '2566': control panel tester
 # '2567': non-destructive testing specialist
 # '2568': printed circuit board test technician
 # '2569': product assembly inspector
 # '2570': aircraft assembly inspector
 # '2571': consumer goods inspector
 # '2572': electrical equipment inspector
 # '2573': electronic equipment inspector
 # '2574': motor vehicle assembly inspector
 # '2575': rolling stock assembly inspector
 # '2576': vessel assembly inspector
 # '2577': product grader
 # '2578': engineered wood board grader
 # '2579': lumber grader
 # '2580': pulp grader
 # '2581': product quality controller
 # '2582': footwear quality controller
 # '2583': leather goods quality controller
 # '2584': metal product quality control inspector
 # '2585': pest management worker
 # '2586': pesticides sprayer
 # '2587': dewatering technician
 # '2588': driller
 # '2589': surface miner
 # '2590': underground heavy equipment operator
 # '2591': underground miner
 # '2592': mineral crushing operator
 # '2593': mineral processing operator
 # '2594': stone driller
 # '2595': stone planer
 # '2596': derrickhand
 # '2597': drill operator
 # '2598': oil rig motorhand
 # '2599': pipeline pump operator
 # '2600': roughneck
 # '2601': roustabout
 # '2602': tool pusher
 # '2603': tunnel boring machine operator
 # '2604': well-digger
 # '2605': asphalt plant operator
 # '2606': block machine operator
 # '2607': concrete products machine operator
 # '2608': electrolytic cell maker
 # '2609': precast moulder
 # '2610': slate mixer
 # '2611': stone polisher
 # '2612': stone splitter
 # '2613': casting machine operator
 # '2614': extrusion machine operator
 # '2615': metal annealer
 # '2616': metal drawing machine operator
 # '2617': metal rolling mill operator
 # '2618': spring maker
 # '2619': wire weaving machine operator
 # '2620': abrasive blasting operator
 # '2621': rustproofer
 # '2622': surface grinding machine operator
 # '2623': tumbling machine operator
 # '2624': anodising machine operator
 # '2625': coating machine operator
 # '2626': cylindrical grinder operator
 # '2627': deburring machine operator
 # '2628': dip tank operator
 # '2629': electroplating machine operator
 # '2630': enameller
 # '2631': filing machine operator
 # '2632': capsule filling machine operator
 # '2633': lime kiln operator
 # '2634': mine control room operator
 # '2635': nitrator operator
 # '2636': nitroglycerin neutraliser
 # '2637': nitroglycerin separator operator
 # '2638': nonwoven filament machine operator
 # '2639': perfume production machine operator
 # '2640': pill maker operator
 # '2641': plodder operator
 # '2642': soap maker
 # '2643': soap chipper
 # '2644': soap drier operator
 # '2645': chemical mixer
 # '2646': fertiliser mixer
 # '2647': lacquer maker
 # '2648': paint mixer
 # '2649': pesticide mixer
 # '2650': tracer powder blender
 # '2651': varnish maker
 # '2652': soap tower operator
 # '2653': wax bleacher
 # '2654': coking furnace operator
 # '2655': cosmetics production machine operator
 # '2656': distillation operator
 # '2657': dry house attendant
 # '2658': fermenter operator
 # '2659': gauger
 # '2660': granulator machine operator
 # '2661': motion picture film developer
 # '2662': photographic developer
 # '2663': rubber products machine operator
 # '2664': belt builder
 # '2665': coagulation operator
 # '2666': foam rubber mixer
 # '2667': rubber cutting machine tender
 # '2668': rubber dipping machine operator
 # '2669': sectional belt mould assembler
 # '2670': tyre builder
 # '2671': tyre vulcaniser
 # '2672': V-belt builder
 # '2673': V-belt coverer
 # '2674': V-belt finisher
 # '2675': blow moulding machine operator
 # '2676': plastic heat treatment equipment operator
 # '2677': plastic rolling machine operator
 # '2678': pultrusion machine operator
 # '2679': record press operator
 # '2680': vacuum forming machine operator
 # '2681': cake press operator
 # '2682': compression moulding machine operator
 # '2683': fiberglass laminator
 # '2684': fibreglass machine operator
 # '2685': filament winding operator
 # '2686': injection moulding operator
 # '2687': optical disc moulding machine operator
 # '2688': insulating tube winder
 # '2689': plastic furniture machine operator
 # '2690': absorbent pad machine operator
 # '2691': corrugator operator
 # '2692': envelope maker
 # '2693': paper bag machine operator
 # '2694': paperboard products assembler
 # '2695': paper cutter operator
 # '2696': tissue paper perforating and rewinding operator
 # '2697': paper stationery machine operator
 # '2698': cotton gin operator
 # '2699': spinning machine operator
 # '2700': man-made fiber spinner
 # '2701': twisting machine operator
 # '2702': yarn spinner
 # '2703': spinning textile technician
 # '2704': winding machine operator
 # '2705': knitting machine operator
 # '2706': knitting machine supervisor
 # '2707': knitting textile technician
 # '2708': textile machine operator
 # '2709': weaving machine operator
 # '2710': tufting operator
 # '2711': weaving machine supervisor
 # '2712': weaving textile technician
 # '2713': sewing machine operator
 # '2714': clothing alteration machinist
 # '2715': clothing sample machinist
 # '2716': embroidery machine operator
 # '2717': leather goods stitching machine operator
 # '2718': protective clothing apparel manufacturer
 # '2719': finishing textile technician
 # '2720': textile dyeing technician
 # '2721': textile dyer
 # '2722': textile finishing machine operator
 # '2723': leather production machine operator
 # '2724': colour sampling operator
 # '2725': leather finishing operator
 # '2726': automated cutting machine operator
 # '2727': footwear production machine operator
 # '2728': cutting machine operator
 # '2729': footwear maintenance technician
 # '2730': footwear stitching machine operator
 # '2731': lasting machine operator
 # '2732': pre-lasting operator
 # '2733': sole and heel operator
 # '2734': leather goods machine operator
 # '2735': leather goods maintenance technician
 # '2736': pre-stitching machine operator
 # '2737': laundry worker
 # '2738': laundry ironer
 # '2739': laundry workers supervisor
 # '2740': braiding machine operator
 # '2741': braiding textile technician
 # '2742': canvas goods assembler
 # '2743': leather measuring operator
 # '2744': mattress making machine operator
 # '2745': nonwoven staple machine operator
 # '2746': nonwoven textile technician
 # '2747': textile pattern making machine operator
 # '2748': animal feed operator
 # '2749': cacao beans cleaner
 # '2750': candy machine operator
 # '2751': carbonation operator
 # '2752': cellar operator
 # '2753': centrifuge operator
 # '2754': chilling operator
 # '2755': chocolate moulding operator
 # '2756': cider fermentation operator
 # '2757': cigarette making machine operator
 # '2758': clarifier
 # '2759': baking operator
 # '2760': cocoa mill operator
 # '2761': cocoa press operator
 # '2762': coffee grinder
 # '2763': coffee roaster
 # '2764': dairy processing operator
 # '2765': dairy products manufacturing worker
 # '2766': distillery miller
 # '2767': distillery worker
 # '2768': dryer attendant
 # '2769': extract mixer tester
 # '2770': beverage filtration technician
 # '2771': fat-purification worker
 # '2772': fish canning operator
 # '2773': fish production operator
 # '2774': flour purifier operator
 # '2775': food production operator
 # '2776': fruit-press operator
 # '2777': fruit and vegetable canner
 # '2778': germination operator
 # '2779': honey extractor
 # '2780': hydrogenation machine operator
 # '2781': blanching operator
 # '2782': kettle tender
 # '2783': liquor blender
 # '2784': liquor grinding mill operator
 # '2785': malt kiln operator
 # '2786': milk heat treatment process operator
 # '2787': miller
 # '2788': pasta operator
 # '2789': prepared meat operator
 # '2790': refining machine operator
 # '2791': sauce production operator
 # '2792': blender operator
 # '2793': starch converting operator
 # '2794': starch extraction operator
 # '2795': sugar refinery operator
 # '2796': vermouth manufacturer
 # '2797': wine fermenter
 # '2798': yeast distiller
 # '2799': blending plant operator
 # '2800': brew house operator
 # '2801': bulk filler
 # '2802': cacao bean roaster
 # '2803': bleacher operator
 # '2804': digester operator
 # '2805': froth flotation deinking operator
 # '2806': laminating machine operator
 # '2807': paper machine operator
 # '2808': paper pulp moulding operator
 # '2809': pulp technician
 # '2810': wash deinking operator
 # '2811': chipper operator
 # '2812': crosscut saw operator
 # '2813': debarker operator
 # '2814': engineered wood board machine operator
 # '2815': sawmill operator
 # '2816': band saw operator
 # '2817': planer thicknesser operator
 # '2818': table saw operator
 # '2819': veneer slicer operator
 # '2820': wood router operator
 # '2821': wood fuel pelletiser
 # '2822': auger press operator
 # '2823': kiln firer
 # '2824': brick and tile caster
 # '2825': clay kiln burner
 # '2826': clay products dry kiln operator
 # '2827': tunnel kiln operator
 # '2828': drawing kiln operator
 # '2829': dry press operator
 # '2830': fibre machine tender
 # '2831': glass annealer
 # '2832': glass forming machine operator
 # '2833': glass polisher
 # '2834': boiler operator
 # '2835': steam plant operator
 # '2836': canning and bottling line operator
 # '2837': cigar brander
 # '2838': cylinder filler
 # '2839': footwear finishing and packing operator
 # '2840': heat sealing machine operator
 # '2841': leather goods packing operator
 # '2842': packaging and filling machine operator
 # '2843': edge bander operator
 # '2844': slitter operator
 # '2845': aircraft assembler
 # '2846': aircraft engine assembler
 # '2847': industrial machinery assembler
 # '2848': mechatronics assembler
 # '2849': motorcycle assembler
 # '2850': motor vehicle assembler
 # '2851': motor vehicle body assembler
 # '2852': motor vehicle engine assembler
 # '2853': motor vehicle parts assembler
 # '2854': rolling stock assembler
 # '2855': vessel engine assembler
 # '2856': dental instrument assembler
 # '2857': electrical equipment assembler
 # '2858': control panel assembler
 # '2859': electrical cable assembler
 # '2860': wire harness assembler
 # '2861': electronic equipment assembler
 # '2862': battery assembler
 # '2863': electromechanical equipment assembler
 # '2864': electronic musical instrument maker
 # '2865': photographic equipment assembler
 # '2866': printed circuit board assembler
 # '2867': semiconductor processor
 # '2868': surface-mount technology machine operator
 # '2869': wave soldering machine operator
 # '2870': ammunition assembler
 # '2871': rubber goods assembler
 # '2872': wood products assembler
 # '2873': bicycle assembler
 # '2874': firework assembler
 # '2875': furniture assembler
 # '2876': jewellery assembler
 # '2877': medical device assembler
 # '2878': metal furniture machine operator
 # '2879': metal products assembler
 # '2880': plastic products assembler
 # '2881': train driver
 # '2882': level crossing signalperson
 # '2883': rail switchperson
 # '2884': shunter
 # '2885': train dispatcher
 # '2886': train preparer
 # '2887': motorcycle delivery person
 # '2888': armoured car driver
 # '2889': car and van delivery driver
 # '2890': hearse driver
 # '2891': parking valet
 # '2892': patient transport services driver
 # '2893': private chauffeur
 # '2894': taxi driver
 # '2895': bus driver
 # '2896': trolley bus driver
 # '2897': tram driver
 # '2898': aircraft fuel system operator
 # '2899': cargo vehicle driver
 # '2900': concrete pump operator
 # '2901': dangerous goods driver
 # '2902': fire service vehicle operator
 # '2903': live animal transporter
 # '2904': moving truck driver
 # '2905': refuse vehicle driver
 # '2906': forestry equipment operator
 # '2907': land-based machinery operator
 # '2908': land-based machinery supervisor
 # '2909': bulldozer operator
 # '2910': surface mine plant operator
 # '2911': dredge operator
 # '2912': excavator operator
 # '2913': grader operator
 # '2914': pile driving hammer operator
 # '2915': road construction worker
 # '2916': road roller operator
 # '2917': scraper operator
 # '2918': snow-clearing worker
 # '2919': automated cable vehicle controller
 # '2920': container crane operator
 # '2921': mobile crane operator
 # '2922': production plant crane operator
 # '2923': tower crane operator
 # '2924': forklift operator
 # '2925': boatswain
 # '2926': decksman
 # '2927': engine minder
 # '2928': fisheries deckhand
 # '2929': matrose
 # '2930': ordinary seaman
 # '2931': sailor
 # '2932': domestic cleaner
 # '2933': aircraft groomer
 # '2934': building cleaner
 # '2935': furniture cleaner
 # '2936': room attendant
 # '2937': toilet attendant
 # '2938': train cleaner
 # '2939': linen room attendant
 # '2940': wearing apparel presser
 # '2941': vehicle cleaner
 # '2942': window cleaner
 # '2943': drapery and carpet cleaner
 # '2944': sewerage cleaner
 # '2945': swimming facility attendant
 # '2946': fruit and vegetable picker
 # '2947': vineyard worker
 # '2948': catcher
 # '2949': equine worker
 # '2950': groom
 # '2951': livestock worker
 # '2952': crop production worker
 # '2953': garden labourer
 # '2954': horticulture worker
 # '2955': forest worker
 # '2956': aquaculture cage mooring worker
 # '2957': aquaculture harvesting worker
 # '2958': on foot aquatic resources collector
 # '2959': water-based aquaculture worker
 # '2960': mining assistant
 # '2961': civil engineering worker
 # '2962': drainage worker
 # '2963': rail layer
 # '2964': road maintenance worker
 # '2965': road marker
 # '2966': road sign installer
 # '2967': waterway construction labourer
 # '2968': building construction worker
 # '2969': clothing finisher
 # '2970': hand packer
 # '2971': factory hand
 # '2972': wood caulker
 # '2973': bicycle courier
 # '2974': carriage driver
 # '2975': airport baggage handler
 # '2976': distribution centre dispatcher
 # '2977': materials handler
 # '2978': mover
 # '2979': rail intermodal equipment operator
 # '2980': stevedore
 # '2981': stevedore superintendent
 # '2982': warehouse worker
 # '2983': warehouse order picker
 # '2984': shelf filler
 # '2985': pizzaiolo
 # '2986': quick service restaurant crew member
 # '2987': kitchen assistant
 # '2988': kitchen porter
 # '2989': leaflet distributor
 # '2990': hawker
 # '2991': refuse collector
 # '2992': recycling worker
 # '2993': sorter labourer
 # '2994': street sweeper
 # '2995': doorman/doorwoman
 # '2996': hotel porter
 # '2997': handyman
 # '2998': meter reader
 # '2999': vending machine operator
 # '3000': advertising installer
 # '3001': amusement and recreation attendant
 # '3002': attraction operator
 # '3003': cloak room attendant
 # '3004': laundromat attendant
 # '3005': locker room attendant
 # '3006': usher
 # '3007': None
 - name: ESCO_DESCRIPTION
 dtype: string
 - name: LANGUAGE
 dtype: string
splits:
 - name: train
 num_examples: 2413
 - name: test
 num_examples: 604
configs:
 - config_name: esco_en
 data_files:
 - split: train
 path: data/en/train.parquet
 - split: test
 path: data/en/test.parquet
 default: true
train-eval-index:
 - config: esco_en
 task: text-classification
 task_id: multi_class_classification
 splits:
 train_split: train
 eval_split: test
 col_mapping:
 ESCO_DESCRIPTION: text
 ISCO_CODE_4: target
 metrics:
 - type: accuracy
 name: Accuracy
 - type: f1
 name: F1 macro
 args:
 average: macro
 - type: f1
 name: F1 micro
 args:
 average: micro
 - type: f1
 name: F1 weighted
 args:
 average: weighted
 - type: precision
 name: Precision macro
 args:
 average: macro
 - type: precision
 name: Precision micro
 args:
 average: micro
 - type: precision
 name: Precision weighted
 args:
 average: weighted
 - type: recall
 name: Recall macro
 args:
 average: macro
 - type: recall
 name: Recall micro
 args:
 average: micro
 - type: recall
 name: Recall weighted
 args:
 average: weighted
 - type: danieldux/isco_hierarchical_accuracy
 name: ISCO Hierarchical Accuracy
---